id	sid	tid	token	lemma	pos
american_scientific_journal-12133	1	1	443	443	NUM
american_scientific_journal-12133	1	2	american	american	ADJ
american_scientific_journal-12133	1	3	academic	academic	ADJ
american_scientific_journal-12133	1	4	scientific	scientific	ADJ
american_scientific_journal-12133	1	5	research	research	NOUN
american_scientific_journal-12133	1	6	journal	journal	NOUN
american_scientific_journal-12133	1	7	for	for	ADP
american_scientific_journal-12133	1	8	engineering	engineering	NOUN
american_scientific_journal-12133	1	9	,	,	PUNCT
american_scientific_journal-12133	1	10	technology	technology	NOUN
american_scientific_journal-12133	1	11	,	,	PUNCT
american_scientific_journal-12133	1	12	and	and	CCONJ
american_scientific_journal-12133	1	13	sciences	sciences	PROPN
american_scientific_journal-12133	1	14	issn	issn	PROPN
american_scientific_journal-12133	1	15	(	(	PUNCT
american_scientific_journal-12133	1	16	print	print	NOUN
american_scientific_journal-12133	1	17	)	)	PUNCT
american_scientific_journal-12133	1	18	2313	2313	NUM
american_scientific_journal-12133	1	19	-	-	SYM
american_scientific_journal-12133	1	20	4410	4410	NUM
american_scientific_journal-12133	1	21	,	,	PUNCT
american_scientific_journal-12133	1	22	issn	issn	PROPN
american_scientific_journal-12133	1	23	(	(	PUNCT
american_scientific_journal-12133	1	24	online	online	ADJ
american_scientific_journal-12133	1	25	)	)	PUNCT
american_scientific_journal-12133	1	26	2313	2313	NUM
american_scientific_journal-12133	1	27	-	-	SYM
american_scientific_journal-12133	1	28	4402	4402	NUM
american_scientific_journal-12133	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12133	1	30	managed	manage	VERB
american_scientific_journal-12133	1	31	file	file	NOUN
american_scientific_journal-12133	1	32	transfer	transfer	NOUN
american_scientific_journal-12133	1	33	solutions	solution	NOUN
american_scientific_journal-12133	1	34	:	:	PUNCT
american_scientific_journal-12133	1	35	security	security	NOUN
american_scientific_journal-12133	1	36	and	and	CCONJ
american_scientific_journal-12133	1	37	scalability	scalability	NOUN
american_scientific_journal-12133	1	38	with	with	ADP
american_scientific_journal-12133	1	39	aws	aws	NOUN
american_scientific_journal-12133	1	40	transfer	transfer	NOUN
american_scientific_journal-12133	1	41	family	family	NOUN
american_scientific_journal-12133	1	42	jakub	jakub	PROPN
american_scientific_journal-12133	1	43	dunak	dunak	PROPN
american_scientific_journal-12133	1	44	*	*	PUNCT
american_scientific_journal-12133	1	45	principal	principal	PROPN
american_scientific_journal-12133	1	46	architect	architect	NOUN
american_scientific_journal-12133	1	47	,	,	PUNCT
american_scientific_journal-12133	1	48	ness	ness	PROPN
american_scientific_journal-12133	1	49	digital	digital	PROPN
american_scientific_journal-12133	1	50	engineering	engineering	PROPN
american_scientific_journal-12133	1	51	,	,	PUNCT
american_scientific_journal-12133	1	52	kosice	kosice	PROPN
american_scientific_journal-12133	1	53	,	,	PUNCT
american_scientific_journal-12133	1	54	slovakia	slovakia	PROPN
american_scientific_journal-12133	1	55	email	email	NOUN
american_scientific_journal-12133	1	56	:	:	PUNCT
american_scientific_journal-12133	1	57	jakub.dunak@gmail.com	jakub.dunak@gmail.com	X
american_scientific_journal-12133	1	58	abstract	abstract	ADJ
american_scientific_journal-12133	1	59	the	the	DET
american_scientific_journal-12133	1	60	study	study	NOUN
american_scientific_journal-12133	1	61	examines	examine	VERB
american_scientific_journal-12133	1	62	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	1	63	as	as	ADP
american_scientific_journal-12133	1	64	code	code	NOUN
american_scientific_journal-12133	1	65	for	for	ADP
american_scientific_journal-12133	1	66	multi	multi	ADJ
american_scientific_journal-12133	1	67	-	-	ADJ
american_scientific_journal-12133	1	68	cloud	cloud	ADJ
american_scientific_journal-12133	1	69	delivery	delivery	NOUN
american_scientific_journal-12133	1	70	with	with	ADP
american_scientific_journal-12133	1	71	terraform	terraform	NOUN
american_scientific_journal-12133	1	72	and	and	CCONJ
american_scientific_journal-12133	1	73	aws	aws	NOUN
american_scientific_journal-12133	1	74	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	1	75	,	,	PUNCT
american_scientific_journal-12133	1	76	focusing	focus	VERB
american_scientific_journal-12133	1	77	on	on	ADP
american_scientific_journal-12133	1	78	conservative	conservative	ADJ
american_scientific_journal-12133	1	79	cross	cross	ADJ
american_scientific_journal-12133	1	80	-	-	ADJ
american_scientific_journal-12133	1	81	cloud	cloud	ADJ
american_scientific_journal-12133	1	82	abstraction	abstraction	NOUN
american_scientific_journal-12133	1	83	,	,	PUNCT
american_scientific_journal-12133	1	84	policy	policy	NOUN
american_scientific_journal-12133	1	85	-	-	PUNCT
american_scientific_journal-12133	1	86	as	as	ADP
american_scientific_journal-12133	1	87	-	-	PUNCT
american_scientific_journal-12133	1	88	code	code	NOUN
american_scientific_journal-12133	1	89	enforcement	enforcement	NOUN
american_scientific_journal-12133	1	90	,	,	PUNCT
american_scientific_journal-12133	1	91	and	and	CCONJ
american_scientific_journal-12133	1	92	ai	ai	AUX
american_scientific_journal-12133	1	93	-	-	PUNCT
american_scientific_journal-12133	1	94	assisted	assist	VERB
american_scientific_journal-12133	1	95	configuration	configuration	NOUN
american_scientific_journal-12133	1	96	.	.	PUNCT
american_scientific_journal-12133	2	1	configuration	configuration	NOUN
american_scientific_journal-12133	2	2	analysis	analysis	NOUN
american_scientific_journal-12133	2	3	indicates	indicate	VERB
american_scientific_journal-12133	2	4	about	about	ADP
american_scientific_journal-12133	2	5	a	a	DET
american_scientific_journal-12133	2	6	40	40	NUM
american_scientific_journal-12133	2	7	%	%	NOUN
american_scientific_journal-12133	2	8	reduction	reduction	NOUN
american_scientific_journal-12133	2	9	in	in	ADP
american_scientific_journal-12133	2	10	initial	initial	ADJ
american_scientific_journal-12133	2	11	setup	setup	NOUN
american_scientific_journal-12133	2	12	time	time	NOUN
american_scientific_journal-12133	2	13	and	and	CCONJ
american_scientific_journal-12133	2	14	a	a	DET
american_scientific_journal-12133	2	15	~50	~50	NOUN
american_scientific_journal-12133	2	16	%	%	NOUN
american_scientific_journal-12133	2	17	decline	decline	NOUN
american_scientific_journal-12133	2	18	in	in	ADP
american_scientific_journal-12133	2	19	recurrent	recurrent	ADJ
american_scientific_journal-12133	2	20	configuration	configuration	NOUN
american_scientific_journal-12133	2	21	defects	defect	NOUN
american_scientific_journal-12133	2	22	.	.	PUNCT
american_scientific_journal-12133	3	1	economic	economic	ADJ
american_scientific_journal-12133	3	2	signals	signal	NOUN
american_scientific_journal-12133	3	3	show	show	VERB
american_scientific_journal-12133	3	4	~15	~15	NOUN
american_scientific_journal-12133	3	5	%	%	NOUN
american_scientific_journal-12133	3	6	cost	cost	NOUN
american_scientific_journal-12133	3	7	relief	relief	NOUN
american_scientific_journal-12133	3	8	for	for	ADP
american_scientific_journal-12133	3	9	sme	sme	NOUN
american_scientific_journal-12133	3	10	tenants	tenant	NOUN
american_scientific_journal-12133	3	11	and	and	CCONJ
american_scientific_journal-12133	3	12	~30	~30	ADP
american_scientific_journal-12133	3	13	%	%	NOUN
american_scientific_journal-12133	3	14	faster	fast	ADJ
american_scientific_journal-12133	3	15	deployment	deployment	NOUN
american_scientific_journal-12133	3	16	cycles	cycle	NOUN
american_scientific_journal-12133	3	17	for	for	ADP
american_scientific_journal-12133	3	18	volatile	volatile	ADJ
american_scientific_journal-12133	3	19	workloads	workload	NOUN
american_scientific_journal-12133	3	20	through	through	ADP
american_scientific_journal-12133	3	21	pre	pre	ADJ
american_scientific_journal-12133	3	22	-	-	ADJ
american_scientific_journal-12133	3	23	validated	validated	ADJ
american_scientific_journal-12133	3	24	modules	module	NOUN
american_scientific_journal-12133	3	25	,	,	PUNCT
american_scientific_journal-12133	3	26	drift	drift	NOUN
american_scientific_journal-12133	3	27	control	control	NOUN
american_scientific_journal-12133	3	28	,	,	PUNCT
american_scientific_journal-12133	3	29	and	and	CCONJ
american_scientific_journal-12133	3	30	cost	cost	NOUN
american_scientific_journal-12133	3	31	guardrails	guardrail	NOUN
american_scientific_journal-12133	3	32	.	.	PUNCT
american_scientific_journal-12133	4	1	the	the	DET
american_scientific_journal-12133	4	2	paper	paper	NOUN
american_scientific_journal-12133	4	3	documents	document	VERB
american_scientific_journal-12133	4	4	a	a	DET
american_scientific_journal-12133	4	5	governance	governance	NOUN
american_scientific_journal-12133	4	6	model	model	NOUN
american_scientific_journal-12133	4	7	that	that	PRON
american_scientific_journal-12133	4	8	maps	map	VERB
american_scientific_journal-12133	4	9	automated	automate	VERB
american_scientific_journal-12133	4	10	checks	check	NOUN
american_scientific_journal-12133	4	11	to	to	ADP
american_scientific_journal-12133	4	12	nist	nist	NOUN
american_scientific_journal-12133	4	13	800	800	NUM
american_scientific_journal-12133	4	14	-	-	SYM
american_scientific_journal-12133	4	15	53	53	NUM
american_scientific_journal-12133	4	16	control	control	NOUN
american_scientific_journal-12133	4	17	families	family	NOUN
american_scientific_journal-12133	4	18	and	and	CCONJ
american_scientific_journal-12133	4	19	integrates	integrate	VERB
american_scientific_journal-12133	4	20	plantime	plantime	ADJ
american_scientific_journal-12133	4	21	static	static	ADJ
american_scientific_journal-12133	4	22	analysis	analysis	NOUN
american_scientific_journal-12133	4	23	,	,	PUNCT
american_scientific_journal-12133	4	24	secrets	secret	NOUN
american_scientific_journal-12133	4	25	detection	detection	NOUN
american_scientific_journal-12133	4	26	,	,	PUNCT
american_scientific_journal-12133	4	27	and	and	CCONJ
american_scientific_journal-12133	4	28	evidence	evidence	NOUN
american_scientific_journal-12133	4	29	capture	capture	NOUN
american_scientific_journal-12133	4	30	.	.	PUNCT
american_scientific_journal-12133	5	1	generative	generative	ADJ
american_scientific_journal-12133	5	2	ai	ai	VERB
american_scientific_journal-12133	5	3	is	be	AUX
american_scientific_journal-12133	5	4	positioned	position	VERB
american_scientific_journal-12133	5	5	as	as	ADP
american_scientific_journal-12133	5	6	a	a	DET
american_scientific_journal-12133	5	7	ci	ci	NOUN
american_scientific_journal-12133	5	8	-	-	PUNCT
american_scientific_journal-12133	5	9	embedded	embed	VERB
american_scientific_journal-12133	5	10	assistant	assistant	NOUN
american_scientific_journal-12133	5	11	that	that	PRON
american_scientific_journal-12133	5	12	translates	translate	VERB
american_scientific_journal-12133	5	13	natural	natural	ADJ
american_scientific_journal-12133	5	14	-	-	PUNCT
american_scientific_journal-12133	5	15	language	language	NOUN
american_scientific_journal-12133	5	16	intents	intent	NOUN
american_scientific_journal-12133	5	17	into	into	ADP
american_scientific_journal-12133	5	18	validated	validated	ADJ
american_scientific_journal-12133	5	19	templates	template	NOUN
american_scientific_journal-12133	5	20	while	while	SCONJ
american_scientific_journal-12133	5	21	remaining	remain	VERB
american_scientific_journal-12133	5	22	policy-	policy-	NOUN
american_scientific_journal-12133	5	23	,	,	PUNCT
american_scientific_journal-12133	5	24	state-	state-	NOUN
american_scientific_journal-12133	5	25	,	,	PUNCT
american_scientific_journal-12133	5	26	and	and	CCONJ
american_scientific_journal-12133	5	27	costaware	costaware	ADJ
american_scientific_journal-12133	5	28	.	.	PUNCT
american_scientific_journal-12133	6	1	the	the	DET
american_scientific_journal-12133	6	2	contribution	contribution	NOUN
american_scientific_journal-12133	6	3	consolidates	consolidate	VERB
american_scientific_journal-12133	6	4	comparative	comparative	ADJ
american_scientific_journal-12133	6	5	tool	tool	NOUN
american_scientific_journal-12133	6	6	behavior	behavior	NOUN
american_scientific_journal-12133	6	7	,	,	PUNCT
american_scientific_journal-12133	6	8	governance	governance	NOUN
american_scientific_journal-12133	6	9	placement	placement	NOUN
american_scientific_journal-12133	6	10	in	in	ADP
american_scientific_journal-12133	6	11	the	the	DET
american_scientific_journal-12133	6	12	pipeline	pipeline	NOUN
american_scientific_journal-12133	6	13	,	,	PUNCT
american_scientific_journal-12133	6	14	and	and	CCONJ
american_scientific_journal-12133	6	15	maturity	maturity	NOUN
american_scientific_journal-12133	6	16	stages	stage	NOUN
american_scientific_journal-12133	6	17	for	for	ADP
american_scientific_journal-12133	6	18	ai	ai	VERB
american_scientific_journal-12133	6	19	-	-	PUNCT
american_scientific_journal-12133	6	20	assisted	assist	VERB
american_scientific_journal-12133	6	21	iac	iac	NOUN
american_scientific_journal-12133	6	22	.	.	PUNCT
american_scientific_journal-12133	7	1	the	the	DET
american_scientific_journal-12133	7	2	material	material	NOUN
american_scientific_journal-12133	7	3	addresses	address	NOUN
american_scientific_journal-12133	7	4	practitioners	practitioner	NOUN
american_scientific_journal-12133	7	5	designing	design	VERB
american_scientific_journal-12133	7	6	reliable	reliable	ADJ
american_scientific_journal-12133	7	7	and	and	CCONJ
american_scientific_journal-12133	7	8	economical	economical	ADJ
american_scientific_journal-12133	7	9	multicloud	multicloud	NOUN
american_scientific_journal-12133	7	10	estates	estate	NOUN
american_scientific_journal-12133	7	11	and	and	CCONJ
american_scientific_journal-12133	7	12	researchers	researcher	NOUN
american_scientific_journal-12133	7	13	evaluating	evaluate	VERB
american_scientific_journal-12133	7	14	nl→iac	nl→iac	ADJ
american_scientific_journal-12133	7	15	evaluation	evaluation	NOUN
american_scientific_journal-12133	7	16	workflows	workflow	NOUN
american_scientific_journal-12133	7	17	.	.	PUNCT
american_scientific_journal-12133	8	1	keywords	keyword	NOUN
american_scientific_journal-12133	8	2	:	:	PUNCT
american_scientific_journal-12133	8	3	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	8	4	as	as	ADP
american_scientific_journal-12133	8	5	code	code	NOUN
american_scientific_journal-12133	8	6	;	;	PUNCT
american_scientific_journal-12133	8	7	terraform	terraform	NOUN
american_scientific_journal-12133	8	8	;	;	PUNCT
american_scientific_journal-12133	8	9	aws	aw	NOUN
american_scientific_journal-12133	8	10	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	8	11	;	;	PUNCT
american_scientific_journal-12133	8	12	multi	multi	ADJ
american_scientific_journal-12133	8	13	-	-	ADJ
american_scientific_journal-12133	8	14	cloud	cloud	ADJ
american_scientific_journal-12133	8	15	;	;	PUNCT
american_scientific_journal-12133	8	16	policy	policy	NOUN
american_scientific_journal-12133	8	17	as	as	ADP
american_scientific_journal-12133	8	18	code	code	NOUN
american_scientific_journal-12133	8	19	;	;	PUNCT
american_scientific_journal-12133	8	20	opa	opa	NOUN
american_scientific_journal-12133	8	21	/	/	SYM
american_scientific_journal-12133	8	22	rego	rego	NOUN
american_scientific_journal-12133	8	23	;	;	PUNCT
american_scientific_journal-12133	8	24	nist	nist	NOUN
american_scientific_journal-12133	8	25	800	800	NUM
american_scientific_journal-12133	8	26	-	-	SYM
american_scientific_journal-12133	8	27	53	53	NUM
american_scientific_journal-12133	8	28	;	;	PUNCT
american_scientific_journal-12133	8	29	devops	devop	NOUN
american_scientific_journal-12133	8	30	automation	automation	NOUN
american_scientific_journal-12133	8	31	;	;	PUNCT
american_scientific_journal-12133	8	32	generative	generative	ADJ
american_scientific_journal-12133	8	33	ai	ai	PROPN
american_scientific_journal-12133	8	34	;	;	PUNCT
american_scientific_journal-12133	8	35	finops	finop	NOUN
american_scientific_journal-12133	8	36	.	.	PUNCT
american_scientific_journal-12133	9	1	1.introduction	1.introduction	NUM
american_scientific_journal-12133	9	2	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	9	3	as	as	SCONJ
american_scientific_journal-12133	9	4	code	code	NOUN
american_scientific_journal-12133	9	5	underpins	underpin	VERB
american_scientific_journal-12133	9	6	reproducible	reproducible	ADJ
american_scientific_journal-12133	9	7	environments	environment	NOUN
american_scientific_journal-12133	9	8	across	across	ADP
american_scientific_journal-12133	9	9	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12133	9	10	providers	provider	NOUN
american_scientific_journal-12133	9	11	and	and	CCONJ
american_scientific_journal-12133	9	12	compresses	compress	VERB
american_scientific_journal-12133	9	13	delivery	delivery	NOUN
american_scientific_journal-12133	9	14	lead	lead	NOUN
american_scientific_journal-12133	9	15	times	time	NOUN
american_scientific_journal-12133	9	16	through	through	ADP
american_scientific_journal-12133	9	17	versioned	versioned	ADJ
american_scientific_journal-12133	9	18	declarations	declaration	NOUN
american_scientific_journal-12133	9	19	,	,	PUNCT
american_scientific_journal-12133	9	20	plan	plan	NOUN
american_scientific_journal-12133	9	21	-	-	PUNCT
american_scientific_journal-12133	9	22	time	time	NOUN
american_scientific_journal-12133	9	23	verification	verification	NOUN
american_scientific_journal-12133	9	24	,	,	PUNCT
american_scientific_journal-12133	9	25	and	and	CCONJ
american_scientific_journal-12133	9	26	reusable	reusable	ADJ
american_scientific_journal-12133	9	27	modules	module	NOUN
american_scientific_journal-12133	9	28	.	.	PUNCT
american_scientific_journal-12133	10	1	multi	multi	ADJ
american_scientific_journal-12133	10	2	-	-	ADJ
american_scientific_journal-12133	10	3	cloud	cloud	ADJ
american_scientific_journal-12133	10	4	adoption	adoption	NOUN
american_scientific_journal-12133	10	5	intensifies	intensify	VERB
american_scientific_journal-12133	10	6	the	the	DET
american_scientific_journal-12133	10	7	need	need	NOUN
american_scientific_journal-12133	10	8	for	for	ADP
american_scientific_journal-12133	10	9	process	process	NOUN
american_scientific_journal-12133	10	10	-	-	PUNCT
american_scientific_journal-12133	10	11	level	level	NOUN
american_scientific_journal-12133	10	12	standardization	standardization	NOUN
american_scientific_journal-12133	10	13	while	while	SCONJ
american_scientific_journal-12133	10	14	preserving	preserve	VERB
american_scientific_journal-12133	10	15	provider	provider	NOUN
american_scientific_journal-12133	10	16	-	-	PUNCT
american_scientific_journal-12133	10	17	native	native	ADJ
american_scientific_journal-12133	10	18	resource	resource	NOUN
american_scientific_journal-12133	10	19	fidelity	fidelity	NOUN
american_scientific_journal-12133	10	20	.	.	PUNCT
american_scientific_journal-12133	11	1	in	in	ADP
american_scientific_journal-12133	11	2	practice	practice	NOUN
american_scientific_journal-12133	11	3	,	,	PUNCT
american_scientific_journal-12133	11	4	organizations	organization	NOUN
american_scientific_journal-12133	11	5	report	report	VERB
american_scientific_journal-12133	11	6	faster	fast	ADJ
american_scientific_journal-12133	11	7	change	change	VERB
american_scientific_journal-12133	11	8	windows	window	NOUN
american_scientific_journal-12133	11	9	and	and	CCONJ
american_scientific_journal-12133	11	10	fewer	few	ADJ
american_scientific_journal-12133	11	11	rollbacks	rollback	NOUN
american_scientific_journal-12133	11	12	when	when	SCONJ
american_scientific_journal-12133	11	13	state	state	NOUN
american_scientific_journal-12133	11	14	backends	backend	NOUN
american_scientific_journal-12133	11	15	,	,	PUNCT
american_scientific_journal-12133	11	16	tagging	tagging	NOUN
american_scientific_journal-12133	11	17	,	,	PUNCT
american_scientific_journal-12133	11	18	and	and	CCONJ
american_scientific_journal-12133	11	19	policy	policy	NOUN
american_scientific_journal-12133	11	20	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	11	21	are	be	AUX
american_scientific_journal-12133	11	22	unified	unify	VERB
american_scientific_journal-12133	11	23	,	,	PUNCT
american_scientific_journal-12133	11	24	with	with	ADP
american_scientific_journal-12133	11	25	resource	resource	NOUN
american_scientific_journal-12133	11	26	modules	module	NOUN
american_scientific_journal-12133	11	27	tailored	tailor	VERB
american_scientific_journal-12133	11	28	per	per	ADP
american_scientific_journal-12133	11	29	cloud	cloud	NOUN
american_scientific_journal-12133	11	30	.	.	PUNCT
american_scientific_journal-12133	12	1	a	a	DET
american_scientific_journal-12133	12	2	second	second	ADJ
american_scientific_journal-12133	12	3	driver	driver	NOUN
american_scientific_journal-12133	12	4	concerns	concern	NOUN
american_scientific_journal-12133	12	5	governance	governance	NOUN
american_scientific_journal-12133	12	6	placement	placement	NOUN
american_scientific_journal-12133	12	7	:	:	PUNCT
american_scientific_journal-12133	12	8	security	security	NOUN
american_scientific_journal-12133	12	9	,	,	PUNCT
american_scientific_journal-12133	12	10	cost	cost	NOUN
american_scientific_journal-12133	12	11	,	,	PUNCT
american_scientific_journal-12133	12	12	and	and	CCONJ
american_scientific_journal-12133	12	13	compliance	compliance	NOUN
american_scientific_journal-12133	12	14	checks	check	NOUN
american_scientific_journal-12133	12	15	that	that	PRON
american_scientific_journal-12133	12	16	execute	execute	VERB
american_scientific_journal-12133	12	17	before	before	SCONJ
american_scientific_journal-12133	12	18	state	state	NOUN
american_scientific_journal-12133	12	19	mutation	mutation	NOUN
american_scientific_journal-12133	12	20	stabilize	stabilize	VERB
american_scientific_journal-12133	12	21	conformance	conformance	NOUN
american_scientific_journal-12133	12	22	and	and	CCONJ
american_scientific_journal-12133	12	23	reduce	reduce	VERB
american_scientific_journal-12133	12	24	remediation	remediation	NOUN
american_scientific_journal-12133	12	25	loops	loop	NOUN
american_scientific_journal-12133	12	26	.	.	PUNCT
american_scientific_journal-12133	13	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12133	13	2	received	receive	VERB
american_scientific_journal-12133	13	3	:	:	PUNCT
american_scientific_journal-12133	13	4	9/19/2025	9/19/2025	NUM
american_scientific_journal-12133	13	5	accepted	accept	VERB
american_scientific_journal-12133	13	6	:	:	PUNCT
american_scientific_journal-12133	13	7	11/19/2025	11/19/2025	NUM
american_scientific_journal-12133	13	8	published	publish	VERB
american_scientific_journal-12133	13	9	:	:	PUNCT
american_scientific_journal-12133	13	10	11/29/2025	11/29/2025	NUM
american_scientific_journal-12133	13	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12133	13	12	*	*	PUNCT
american_scientific_journal-12133	13	13	corresponding	correspond	VERB
american_scientific_journal-12133	13	14	author	author	NOUN
american_scientific_journal-12133	13	15	.	.	PUNCT
american_scientific_journal-12133	14	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12133	14	2	american	american	PROPN
american_scientific_journal-12133	14	3	academic	academic	PROPN
american_scientific_journal-12133	14	4	scientific	scientific	ADJ
american_scientific_journal-12133	14	5	research	research	NOUN
american_scientific_journal-12133	14	6	journal	journal	NOUN
american_scientific_journal-12133	14	7	for	for	ADP
american_scientific_journal-12133	14	8	engineering	engineering	NOUN
american_scientific_journal-12133	14	9	,	,	PUNCT
american_scientific_journal-12133	14	10	technology	technology	NOUN
american_scientific_journal-12133	14	11	,	,	PUNCT
american_scientific_journal-12133	14	12	and	and	CCONJ
american_scientific_journal-12133	14	13	sciences	science	NOUN
american_scientific_journal-12133	14	14	(	(	PUNCT
american_scientific_journal-12133	14	15	asrjets	asrjet	NOUN
american_scientific_journal-12133	14	16	)	)	PUNCT
american_scientific_journal-12133	14	17	volume	volume	NOUN
american_scientific_journal-12133	14	18	103	103	NUM
american_scientific_journal-12133	14	19	,	,	PUNCT
american_scientific_journal-12133	14	20	no	no	DET
american_scientific_journal-12133	14	21	1	1	NUM
american_scientific_journal-12133	14	22	,	,	PUNCT
american_scientific_journal-12133	14	23	pp	pp	ADV
american_scientific_journal-12133	14	24	443	443	NUM
american_scientific_journal-12133	14	25	-	-	SYM
american_scientific_journal-12133	14	26	452	452	NUM
american_scientific_journal-12133	14	27	444	444	NUM
american_scientific_journal-12133	14	28	a	a	DET
american_scientific_journal-12133	14	29	third	third	ADJ
american_scientific_journal-12133	14	30	driver	driver	NOUN
american_scientific_journal-12133	14	31	involves	involve	VERB
american_scientific_journal-12133	14	32	the	the	DET
american_scientific_journal-12133	14	33	surge	surge	NOUN
american_scientific_journal-12133	14	34	of	of	ADP
american_scientific_journal-12133	14	35	generative	generative	ADJ
american_scientific_journal-12133	14	36	ai	ai	NOUN
american_scientific_journal-12133	14	37	,	,	PUNCT
american_scientific_journal-12133	14	38	which	which	PRON
american_scientific_journal-12133	14	39	accelerates	accelerate	VERB
american_scientific_journal-12133	14	40	templating	templating	NOUN
american_scientific_journal-12133	14	41	and	and	CCONJ
american_scientific_journal-12133	14	42	review	review	NOUN
american_scientific_journal-12133	14	43	yet	yet	ADV
american_scientific_journal-12133	14	44	requires	require	VERB
american_scientific_journal-12133	14	45	ciembedded	ciembedde	VERB
american_scientific_journal-12133	14	46	orchestration	orchestration	NOUN
american_scientific_journal-12133	14	47	to	to	PART
american_scientific_journal-12133	14	48	avoid	avoid	VERB
american_scientific_journal-12133	14	49	environment	environment	NOUN
american_scientific_journal-12133	14	50	-	-	PUNCT
american_scientific_journal-12133	14	51	blind	blind	ADJ
american_scientific_journal-12133	14	52	errors	error	NOUN
american_scientific_journal-12133	14	53	.	.	PUNCT
american_scientific_journal-12133	15	1	this	this	DET
american_scientific_journal-12133	15	2	paper	paper	NOUN
american_scientific_journal-12133	15	3	’s	’s	PART
american_scientific_journal-12133	15	4	objective	objective	NOUN
american_scientific_journal-12133	15	5	is	be	AUX
american_scientific_journal-12133	15	6	to	to	PART
american_scientific_journal-12133	15	7	consolidate	consolidate	VERB
american_scientific_journal-12133	15	8	evidence	evidence	NOUN
american_scientific_journal-12133	15	9	on	on	ADP
american_scientific_journal-12133	15	10	these	these	DET
american_scientific_journal-12133	15	11	three	three	NUM
american_scientific_journal-12133	15	12	drivers	driver	NOUN
american_scientific_journal-12133	15	13	and	and	CCONJ
american_scientific_journal-12133	15	14	quantify	quantify	VERB
american_scientific_journal-12133	15	15	their	their	PRON
american_scientific_journal-12133	15	16	combined	combined	ADJ
american_scientific_journal-12133	15	17	effect	effect	NOUN
american_scientific_journal-12133	15	18	on	on	ADP
american_scientific_journal-12133	15	19	speed	speed	NOUN
american_scientific_journal-12133	15	20	,	,	PUNCT
american_scientific_journal-12133	15	21	reliability	reliability	NOUN
american_scientific_journal-12133	15	22	,	,	PUNCT
american_scientific_journal-12133	15	23	and	and	CCONJ
american_scientific_journal-12133	15	24	spend	spend	NOUN
american_scientific_journal-12133	15	25	.	.	PUNCT
american_scientific_journal-12133	16	1	tasks	task	NOUN
american_scientific_journal-12133	16	2	:	:	PUNCT
american_scientific_journal-12133	16	3	first	first	ADV
american_scientific_journal-12133	16	4	,	,	PUNCT
american_scientific_journal-12133	16	5	to	to	PART
american_scientific_journal-12133	16	6	compare	compare	VERB
american_scientific_journal-12133	16	7	terraform	terraform	NOUN
american_scientific_journal-12133	16	8	and	and	CCONJ
american_scientific_journal-12133	16	9	aws	aws	NOUN
american_scientific_journal-12133	16	10	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	16	11	with	with	ADP
american_scientific_journal-12133	16	12	respect	respect	NOUN
american_scientific_journal-12133	16	13	to	to	ADP
american_scientific_journal-12133	16	14	provider	provider	NOUN
american_scientific_journal-12133	16	15	breadth	breadth	NOUN
american_scientific_journal-12133	16	16	,	,	PUNCT
american_scientific_journal-12133	16	17	state	state	NOUN
american_scientific_journal-12133	16	18	handling	handling	NOUN
american_scientific_journal-12133	16	19	,	,	PUNCT
american_scientific_journal-12133	16	20	and	and	CCONJ
american_scientific_journal-12133	16	21	portability	portability	NOUN
american_scientific_journal-12133	16	22	trade	trade	NOUN
american_scientific_journal-12133	16	23	-	-	PUNCT
american_scientific_journal-12133	16	24	offs	off	NOUN
american_scientific_journal-12133	16	25	in	in	ADP
american_scientific_journal-12133	16	26	multi	multi	ADJ
american_scientific_journal-12133	16	27	-	-	ADJ
american_scientific_journal-12133	16	28	cloud	cloud	ADJ
american_scientific_journal-12133	16	29	pipelines	pipeline	NOUN
american_scientific_journal-12133	16	30	.	.	PUNCT
american_scientific_journal-12133	17	1	second	second	ADJ
american_scientific_journal-12133	17	2	,	,	PUNCT
american_scientific_journal-12133	17	3	to	to	PART
american_scientific_journal-12133	17	4	analyze	analyze	VERB
american_scientific_journal-12133	17	5	governance	governance	NOUN
american_scientific_journal-12133	17	6	constructs	construct	NOUN
american_scientific_journal-12133	17	7	that	that	PRON
american_scientific_journal-12133	17	8	bind	bind	VERB
american_scientific_journal-12133	17	9	policy	policy	NOUN
american_scientific_journal-12133	17	10	-	-	PUNCT
american_scientific_journal-12133	17	11	ascode	ascode	NOUN
american_scientific_journal-12133	17	12	and	and	CCONJ
american_scientific_journal-12133	17	13	cost	cost	NOUN
american_scientific_journal-12133	17	14	controls	control	NOUN
american_scientific_journal-12133	17	15	to	to	PART
american_scientific_journal-12133	17	16	pre	pre	VERB
american_scientific_journal-12133	17	17	-	-	VERB
american_scientific_journal-12133	17	18	merge	merge	VERB
american_scientific_journal-12133	17	19	and	and	CCONJ
american_scientific_journal-12133	17	20	plan	plan	NOUN
american_scientific_journal-12133	17	21	-	-	PUNCT
american_scientific_journal-12133	17	22	time	time	NOUN
american_scientific_journal-12133	17	23	gates	gate	NOUN
american_scientific_journal-12133	17	24	with	with	ADP
american_scientific_journal-12133	17	25	mappings	mapping	NOUN
american_scientific_journal-12133	17	26	to	to	ADP
american_scientific_journal-12133	17	27	nist	nist	NOUN
american_scientific_journal-12133	17	28	800	800	NUM
american_scientific_journal-12133	17	29	-	-	SYM
american_scientific_journal-12133	17	30	53	53	NUM
american_scientific_journal-12133	17	31	control	control	NOUN
american_scientific_journal-12133	17	32	families	family	NOUN
american_scientific_journal-12133	17	33	.	.	PUNCT
american_scientific_journal-12133	18	1	third	third	ADJ
american_scientific_journal-12133	18	2	,	,	PUNCT
american_scientific_journal-12133	18	3	to	to	PART
american_scientific_journal-12133	18	4	evaluate	evaluate	VERB
american_scientific_journal-12133	18	5	maturity	maturity	NOUN
american_scientific_journal-12133	18	6	stages	stage	NOUN
american_scientific_journal-12133	18	7	for	for	ADP
american_scientific_journal-12133	18	8	ai	ai	VERB
american_scientific_journal-12133	18	9	-	-	PUNCT
american_scientific_journal-12133	18	10	assisted	assist	VERB
american_scientific_journal-12133	18	11	iac	iac	NOUN
american_scientific_journal-12133	18	12	,	,	PUNCT
american_scientific_journal-12133	18	13	from	from	ADP
american_scientific_journal-12133	18	14	prompt	prompt	ADJ
american_scientific_journal-12133	18	15	-	-	PUNCT
american_scientific_journal-12133	18	16	only	only	ADV
american_scientific_journal-12133	18	17	scaffolding	scaffold	VERB
american_scientific_journal-12133	18	18	to	to	ADP
american_scientific_journal-12133	18	19	agentic	agentic	ADJ
american_scientific_journal-12133	18	20	,	,	PUNCT
american_scientific_journal-12133	18	21	ci	ci	NOUN
american_scientific_journal-12133	18	22	-	-	PUNCT
american_scientific_journal-12133	18	23	embedded	embed	VERB
american_scientific_journal-12133	18	24	orchestration	orchestration	NOUN
american_scientific_journal-12133	18	25	,	,	PUNCT
american_scientific_journal-12133	18	26	and	and	CCONJ
american_scientific_journal-12133	18	27	to	to	PART
american_scientific_journal-12133	18	28	position	position	VERB
american_scientific_journal-12133	18	29	the	the	DET
american_scientific_journal-12133	18	30	productivity	productivity	NOUN
american_scientific_journal-12133	18	31	gains	gain	NOUN
american_scientific_journal-12133	18	32	against	against	ADP
american_scientific_journal-12133	18	33	failure	failure	NOUN
american_scientific_journal-12133	18	34	modes.novelty	modes.novelty	NOUN
american_scientific_journal-12133	18	35	lies	lie	VERB
american_scientific_journal-12133	18	36	in	in	ADP
american_scientific_journal-12133	18	37	the	the	DET
american_scientific_journal-12133	18	38	integrated	integrate	VERB
american_scientific_journal-12133	18	39	governance	governance	NOUN
american_scientific_journal-12133	18	40	view	view	NOUN
american_scientific_journal-12133	18	41	that	that	SCONJ
american_scientific_journal-12133	18	42	couples	couple	NOUN
american_scientific_journal-12133	18	43	thin	thin	ADJ
american_scientific_journal-12133	18	44	cross	cross	ADJ
american_scientific_journal-12133	18	45	-	-	ADJ
american_scientific_journal-12133	18	46	cloud	cloud	ADJ
american_scientific_journal-12133	18	47	abstractions	abstraction	NOUN
american_scientific_journal-12133	18	48	with	with	ADP
american_scientific_journal-12133	18	49	uniform	uniform	ADJ
american_scientific_journal-12133	18	50	policy	policy	NOUN
american_scientific_journal-12133	18	51	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	18	52	and	and	CCONJ
american_scientific_journal-12133	18	53	ci	ci	NOUN
american_scientific_journal-12133	18	54	-	-	PUNCT
american_scientific_journal-12133	18	55	aware	aware	ADJ
american_scientific_journal-12133	18	56	ai	ai	NOUN
american_scientific_journal-12133	18	57	participation	participation	NOUN
american_scientific_journal-12133	18	58	,	,	PUNCT
american_scientific_journal-12133	18	59	yielding	yield	VERB
american_scientific_journal-12133	18	60	a	a	DET
american_scientific_journal-12133	18	61	coherent	coherent	ADJ
american_scientific_journal-12133	18	62	account	account	NOUN
american_scientific_journal-12133	18	63	of	of	ADP
american_scientific_journal-12133	18	64	runtime	runtime	NOUN
american_scientific_journal-12133	18	65	reliability	reliability	NOUN
american_scientific_journal-12133	18	66	,	,	PUNCT
american_scientific_journal-12133	18	67	auditability	auditability	NOUN
american_scientific_journal-12133	18	68	,	,	PUNCT
american_scientific_journal-12133	18	69	and	and	CCONJ
american_scientific_journal-12133	18	70	cost	cost	NOUN
american_scientific_journal-12133	18	71	discipline	discipline	NOUN
american_scientific_journal-12133	18	72	within	within	ADP
american_scientific_journal-12133	18	73	one	one	NUM
american_scientific_journal-12133	18	74	delivery	delivery	NOUN
american_scientific_journal-12133	18	75	model	model	NOUN
american_scientific_journal-12133	18	76	.	.	PUNCT
american_scientific_journal-12133	19	1	prior	prior	ADJ
american_scientific_journal-12133	19	2	evaluations	evaluation	NOUN
american_scientific_journal-12133	19	3	and	and	CCONJ
american_scientific_journal-12133	19	4	practitioner	practitioner	NOUN
american_scientific_journal-12133	19	5	studies	study	NOUN
american_scientific_journal-12133	19	6	outline	outline	VERB
american_scientific_journal-12133	19	7	complementary	complementary	ADJ
american_scientific_journal-12133	19	8	evidence	evidence	NOUN
american_scientific_journal-12133	19	9	threads	thread	NOUN
american_scientific_journal-12133	19	10	that	that	PRON
american_scientific_journal-12133	19	11	frame	frame	VERB
american_scientific_journal-12133	19	12	the	the	DET
american_scientific_journal-12133	19	13	present	present	ADJ
american_scientific_journal-12133	19	14	synthesis	synthesis	NOUN
american_scientific_journal-12133	19	15	.	.	PUNCT
american_scientific_journal-12133	20	1	davidson	davidson	NOUN
american_scientific_journal-12133	20	2	and	and	CCONJ
american_scientific_journal-12133	20	3	his	his	PRON
american_scientific_journal-12133	20	4	colleagues	colleague	NOUN
american_scientific_journal-12133	20	5	propose	propose	VERB
american_scientific_journal-12133	20	6	a	a	DET
american_scientific_journal-12133	20	7	multi	multi	ADJ
american_scientific_journal-12133	20	8	-	-	ADJ
american_scientific_journal-12133	20	9	format	format	ADJ
american_scientific_journal-12133	20	10	benchmark	benchmark	NOUN
american_scientific_journal-12133	20	11	for	for	ADP
american_scientific_journal-12133	20	12	nl→iac	nl→iac	ADJ
american_scientific_journal-12133	20	13	and	and	CCONJ
american_scientific_journal-12133	20	14	mutation	mutation	NOUN
american_scientific_journal-12133	20	15	pipelines	pipeline	NOUN
american_scientific_journal-12133	20	16	,	,	PUNCT
american_scientific_journal-12133	20	17	documenting	document	VERB
american_scientific_journal-12133	20	18	the	the	DET
american_scientific_journal-12133	20	19	gap	gap	NOUN
american_scientific_journal-12133	20	20	between	between	ADP
american_scientific_journal-12133	20	21	syntactic	syntactic	ADJ
american_scientific_journal-12133	20	22	validity	validity	NOUN
american_scientific_journal-12133	20	23	and	and	CCONJ
american_scientific_journal-12133	20	24	semantically	semantically	ADV
american_scientific_journal-12133	20	25	correct	correct	ADJ
american_scientific_journal-12133	20	26	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	20	27	changes	change	NOUN
american_scientific_journal-12133	20	28	and	and	CCONJ
american_scientific_journal-12133	20	29	motivating	motivate	VERB
american_scientific_journal-12133	20	30	ci	ci	NOUN
american_scientific_journal-12133	20	31	-	-	PUNCT
american_scientific_journal-12133	20	32	embedded	embed	VERB
american_scientific_journal-12133	20	33	,	,	PUNCT
american_scientific_journal-12133	20	34	state	state	NOUN
american_scientific_journal-12133	20	35	-	-	PUNCT
american_scientific_journal-12133	20	36	aware	aware	ADJ
american_scientific_journal-12133	20	37	orchestration	orchestration	NOUN
american_scientific_journal-12133	20	38	for	for	ADP
american_scientific_journal-12133	20	39	production	production	NOUN
american_scientific_journal-12133	20	40	safety	safety	NOUN
american_scientific_journal-12133	20	41	[	[	X
american_scientific_journal-12133	20	42	1	1	NUM
american_scientific_journal-12133	20	43	]	]	PUNCT
american_scientific_journal-12133	20	44	.	.	PUNCT
american_scientific_journal-12133	21	1	feitosa	feitosa	NOUN
american_scientific_journal-12133	21	2	and	and	CCONJ
american_scientific_journal-12133	21	3	his	his	PRON
american_scientific_journal-12133	21	4	colleagues	colleague	NOUN
american_scientific_journal-12133	21	5	mine	mine	VERB
american_scientific_journal-12133	21	6	iac	iac	NOUN
american_scientific_journal-12133	21	7	repositories	repository	NOUN
american_scientific_journal-12133	21	8	and	and	CCONJ
american_scientific_journal-12133	21	9	connect	connect	VERB
american_scientific_journal-12133	21	10	cost	cost	NOUN
american_scientific_journal-12133	21	11	-	-	PUNCT
american_scientific_journal-12133	21	12	aware	aware	ADJ
american_scientific_journal-12133	21	13	idioms	idiom	NOUN
american_scientific_journal-12133	21	14	in	in	ADP
american_scientific_journal-12133	21	15	code	code	NOUN
american_scientific_journal-12133	21	16	reviews	review	NOUN
american_scientific_journal-12133	21	17	to	to	ADP
american_scientific_journal-12133	21	18	reduced	reduce	VERB
american_scientific_journal-12133	21	19	waste	waste	NOUN
american_scientific_journal-12133	21	20	and	and	CCONJ
american_scientific_journal-12133	21	21	lower	low	ADJ
american_scientific_journal-12133	21	22	defect	defect	NOUN
american_scientific_journal-12133	21	23	incidence	incidence	NOUN
american_scientific_journal-12133	21	24	,	,	PUNCT
american_scientific_journal-12133	21	25	which	which	PRON
american_scientific_journal-12133	21	26	aligns	align	VERB
american_scientific_journal-12133	21	27	with	with	ADP
american_scientific_journal-12133	21	28	the	the	DET
american_scientific_journal-12133	21	29	observed	observe	VERB
american_scientific_journal-12133	21	30	cost	cost	NOUN
american_scientific_journal-12133	21	31	guardrails	guardrail	NOUN
american_scientific_journal-12133	21	32	and	and	CCONJ
american_scientific_journal-12133	21	33	tagging	tag	VERB
american_scientific_journal-12133	21	34	discipline	discipline	NOUN
american_scientific_journal-12133	21	35	adopted	adopt	VERB
american_scientific_journal-12133	21	36	in	in	ADP
american_scientific_journal-12133	21	37	the	the	DET
american_scientific_journal-12133	21	38	analyzed	analyze	VERB
american_scientific_journal-12133	21	39	pipelines	pipeline	NOUN
american_scientific_journal-12133	21	40	[	[	X
american_scientific_journal-12133	21	41	2	2	NUM
american_scientific_journal-12133	21	42	]	]	PUNCT
american_scientific_journal-12133	21	43	.	.	PUNCT
american_scientific_journal-12133	22	1	comparative	comparative	ADJ
american_scientific_journal-12133	22	2	discussions	discussion	NOUN
american_scientific_journal-12133	22	3	by	by	ADP
american_scientific_journal-12133	22	4	gudelli	gudelli	NOUN
american_scientific_journal-12133	22	5	and	and	CCONJ
american_scientific_journal-12133	22	6	gabrail	gabrail	NOUN
american_scientific_journal-12133	22	7	converge	converge	NOUN
american_scientific_journal-12133	22	8	on	on	ADP
american_scientific_journal-12133	22	9	terraform	terraform	NOUN
american_scientific_journal-12133	22	10	’s	’s	PART
american_scientific_journal-12133	22	11	provider	provider	NOUN
american_scientific_journal-12133	22	12	breadth	breadth	NOUN
american_scientific_journal-12133	22	13	and	and	CCONJ
american_scientific_journal-12133	22	14	composability	composability	NOUN
american_scientific_journal-12133	22	15	contrasted	contrast	VERB
american_scientific_journal-12133	22	16	with	with	ADP
american_scientific_journal-12133	22	17	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	22	18	’s	’s	PART
american_scientific_journal-12133	22	19	aws	aws	NOUN
american_scientific_journal-12133	22	20	-	-	PUNCT
american_scientific_journal-12133	22	21	native	native	ADJ
american_scientific_journal-12133	22	22	fidelity	fidelity	NOUN
american_scientific_journal-12133	22	23	and	and	CCONJ
american_scientific_journal-12133	22	24	rapid	rapid	ADJ
american_scientific_journal-12133	22	25	feature	feature	NOUN
american_scientific_journal-12133	22	26	parity	parity	NOUN
american_scientific_journal-12133	22	27	,	,	PUNCT
american_scientific_journal-12133	22	28	supporting	support	VERB
american_scientific_journal-12133	22	29	the	the	DET
american_scientific_journal-12133	22	30	thin	thin	ADJ
american_scientific_journal-12133	22	31	-	-	PUNCT
american_scientific_journal-12133	22	32	scaffolding	scaffold	VERB
american_scientific_journal-12133	22	33	stance	stance	NOUN
american_scientific_journal-12133	22	34	and	and	CCONJ
american_scientific_journal-12133	22	35	mixedtool	mixedtool	NOUN
american_scientific_journal-12133	22	36	viability	viability	NOUN
american_scientific_journal-12133	22	37	where	where	SCONJ
american_scientific_journal-12133	22	38	state	state	NOUN
american_scientific_journal-12133	22	39	boundaries	boundary	NOUN
american_scientific_journal-12133	22	40	are	be	AUX
american_scientific_journal-12133	22	41	explicit	explicit	ADJ
american_scientific_journal-12133	22	42	[	[	X
american_scientific_journal-12133	22	43	3	3	NUM
american_scientific_journal-12133	22	44	;	;	PUNCT
american_scientific_journal-12133	22	45	9].mitchell	9].mitchell	NUM
american_scientific_journal-12133	22	46	documents	document	NOUN
american_scientific_journal-12133	22	47	native	native	ADJ
american_scientific_journal-12133	22	48	opa	opa	NOUN
american_scientific_journal-12133	22	49	enablement	enablement	NOUN
american_scientific_journal-12133	22	50	in	in	ADP
american_scientific_journal-12133	22	51	terraform	terraform	NOUN
american_scientific_journal-12133	22	52	cloud	cloud	NOUN
american_scientific_journal-12133	22	53	,	,	PUNCT
american_scientific_journal-12133	22	54	operationalizing	operationalize	VERB
american_scientific_journal-12133	22	55	policy	policy	NOUN
american_scientific_journal-12133	22	56	-	-	PUNCT
american_scientific_journal-12133	22	57	as	as	ADP
american_scientific_journal-12133	22	58	-	-	PUNCT
american_scientific_journal-12133	22	59	code	code	NOUN
american_scientific_journal-12133	22	60	as	as	ADP
american_scientific_journal-12133	22	61	a	a	DET
american_scientific_journal-12133	22	62	first	first	ADJ
american_scientific_journal-12133	22	63	-	-	PUNCT
american_scientific_journal-12133	22	64	class	class	NOUN
american_scientific_journal-12133	22	65	plan	plan	NOUN
american_scientific_journal-12133	22	66	-	-	PUNCT
american_scientific_journal-12133	22	67	time	time	NOUN
american_scientific_journal-12133	22	68	control	control	NOUN
american_scientific_journal-12133	22	69	;	;	PUNCT
american_scientific_journal-12133	22	70	this	this	PRON
american_scientific_journal-12133	22	71	matches	match	VERB
american_scientific_journal-12133	22	72	the	the	DET
american_scientific_journal-12133	22	73	governance	governance	NOUN
american_scientific_journal-12133	22	74	placement	placement	NOUN
american_scientific_journal-12133	22	75	advocated	advocate	VERB
american_scientific_journal-12133	22	76	here	here	ADV
american_scientific_journal-12133	22	77	and	and	CCONJ
american_scientific_journal-12133	22	78	the	the	DET
american_scientific_journal-12133	22	79	reduction	reduction	NOUN
american_scientific_journal-12133	22	80	in	in	ADP
american_scientific_journal-12133	22	81	manual	manual	ADJ
american_scientific_journal-12133	22	82	review	review	NOUN
american_scientific_journal-12133	22	83	load	load	NOUN
american_scientific_journal-12133	22	84	reported	report	VERB
american_scientific_journal-12133	22	85	once	once	ADV
american_scientific_journal-12133	22	86	deterministic	deterministic	ADJ
american_scientific_journal-12133	22	87	policy	policy	NOUN
american_scientific_journal-12133	22	88	outcomes	outcome	NOUN
american_scientific_journal-12133	22	89	were	be	AUX
american_scientific_journal-12133	22	90	recorded	record	VERB
american_scientific_journal-12133	22	91	per	per	ADP
american_scientific_journal-12133	22	92	run	run	NOUN
american_scientific_journal-12133	22	93	[	[	X
american_scientific_journal-12133	22	94	4	4	NUM
american_scientific_journal-12133	22	95	]	]	PUNCT
american_scientific_journal-12133	22	96	.	.	PUNCT
american_scientific_journal-12133	23	1	current	current	ADJ
american_scientific_journal-12133	23	2	nist	nist	NOUN
american_scientific_journal-12133	23	3	releases	release	NOUN
american_scientific_journal-12133	23	4	update	update	NOUN
american_scientific_journal-12133	23	5	sp	sp	ADP
american_scientific_journal-12133	23	6	800	800	NUM
american_scientific_journal-12133	23	7	-	-	SYM
american_scientific_journal-12133	23	8	53	53	NUM
american_scientific_journal-12133	23	9	control	control	NOUN
american_scientific_journal-12133	23	10	families	family	NOUN
american_scientific_journal-12133	23	11	and	and	CCONJ
american_scientific_journal-12133	23	12	assessment	assessment	NOUN
american_scientific_journal-12133	23	13	references	reference	NOUN
american_scientific_journal-12133	23	14	;	;	PUNCT
american_scientific_journal-12133	23	15	mapping	map	VERB
american_scientific_journal-12133	23	16	automated	automate	VERB
american_scientific_journal-12133	23	17	checks	check	NOUN
american_scientific_journal-12133	23	18	to	to	ADP
american_scientific_journal-12133	23	19	those	those	DET
american_scientific_journal-12133	23	20	families	family	NOUN
american_scientific_journal-12133	23	21	stabilized	stabilize	VERB
american_scientific_journal-12133	23	22	cross	cross	ADJ
american_scientific_journal-12133	23	23	-	-	ADJ
american_scientific_journal-12133	23	24	provider	provider	ADJ
american_scientific_journal-12133	23	25	conformance	conformance	NOUN
american_scientific_journal-12133	23	26	reporting	report	VERB
american_scientific_journal-12133	23	27	in	in	ADP
american_scientific_journal-12133	23	28	the	the	DET
american_scientific_journal-12133	23	29	reviewed	review	VERB
american_scientific_journal-12133	23	30	pipelines	pipeline	NOUN
american_scientific_journal-12133	23	31	[	[	X
american_scientific_journal-12133	23	32	5	5	NUM
american_scientific_journal-12133	23	33	]	]	PUNCT
american_scientific_journal-12133	23	34	.	.	PUNCT
american_scientific_journal-12133	24	1	roper	roper	NOUN
american_scientific_journal-12133	24	2	’s	’s	PART
american_scientific_journal-12133	24	3	synthesis	synthesis	NOUN
american_scientific_journal-12133	24	4	of	of	ADP
american_scientific_journal-12133	24	5	iac	iac	NOUN
american_scientific_journal-12133	24	6	best	good	ADJ
american_scientific_journal-12133	24	7	practices	practice	NOUN
american_scientific_journal-12133	24	8	and	and	CCONJ
american_scientific_journal-12133	24	9	tozzi	tozzi	NOUN
american_scientific_journal-12133	24	10	and	and	CCONJ
american_scientific_journal-12133	24	11	marko	marko	PROPN
american_scientific_journal-12133	24	12	’s	’s	PART
american_scientific_journal-12133	24	13	pipeline	pipeline	PROPN
american_scientific_journal-12133	24	14	blueprint	blueprint	NOUN
american_scientific_journal-12133	24	15	reinforce	reinforce	VERB
american_scientific_journal-12133	24	16	pr	pr	NOUN
american_scientific_journal-12133	24	17	-	-	PUNCT
american_scientific_journal-12133	24	18	gated	gate	VERB
american_scientific_journal-12133	24	19	plans	plan	NOUN
american_scientific_journal-12133	24	20	,	,	PUNCT
american_scientific_journal-12133	24	21	static	static	ADJ
american_scientific_journal-12133	24	22	analysis	analysis	NOUN
american_scientific_journal-12133	24	23	,	,	PUNCT
american_scientific_journal-12133	24	24	drift	drift	NOUN
american_scientific_journal-12133	24	25	scanning	scanning	NOUN
american_scientific_journal-12133	24	26	,	,	PUNCT
american_scientific_journal-12133	24	27	and	and	CCONJ
american_scientific_journal-12133	24	28	immutable	immutable	ADJ
american_scientific_journal-12133	24	29	module	module	NOUN
american_scientific_journal-12133	24	30	releases	release	NOUN
american_scientific_journal-12133	24	31	as	as	ADP
american_scientific_journal-12133	24	32	levers	lever	NOUN
american_scientific_journal-12133	24	33	that	that	PRON
american_scientific_journal-12133	24	34	compress	compress	VERB
american_scientific_journal-12133	24	35	remediation	remediation	NOUN
american_scientific_journal-12133	24	36	loops	loop	NOUN
american_scientific_journal-12133	24	37	and	and	CCONJ
american_scientific_journal-12133	24	38	improve	improve	VERB
american_scientific_journal-12133	24	39	auditability	auditability	NOUN
american_scientific_journal-12133	24	40	[	[	X
american_scientific_journal-12133	24	41	6	6	NUM
american_scientific_journal-12133	24	42	;	;	PUNCT
american_scientific_journal-12133	24	43	7].practice	7].practice	NUM
american_scientific_journal-12133	24	44	-	-	PUNCT
american_scientific_journal-12133	24	45	focused	focus	VERB
american_scientific_journal-12133	24	46	guidance	guidance	NOUN
american_scientific_journal-12133	24	47	on	on	ADP
american_scientific_journal-12133	24	48	agentic	agentic	ADJ
american_scientific_journal-12133	24	49	ai	ai	VERB
american_scientific_journal-12133	24	50	for	for	ADP
american_scientific_journal-12133	24	51	terraform	terraform	NOUN
american_scientific_journal-12133	24	52	details	detail	NOUN
american_scientific_journal-12133	24	53	retrieval	retrieval	NOUN
american_scientific_journal-12133	24	54	of	of	ADP
american_scientific_journal-12133	24	55	organizational	organizational	ADJ
american_scientific_journal-12133	24	56	baselines	baseline	NOUN
american_scientific_journal-12133	24	57	and	and	CCONJ
american_scientific_journal-12133	24	58	policy	policy	NOUN
american_scientific_journal-12133	24	59	integration	integration	NOUN
american_scientific_journal-12133	24	60	as	as	ADP
american_scientific_journal-12133	24	61	prerequisites	prerequisite	NOUN
american_scientific_journal-12133	24	62	for	for	ADP
american_scientific_journal-12133	24	63	viable	viable	ADJ
american_scientific_journal-12133	24	64	code	code	NOUN
american_scientific_journal-12133	24	65	generation	generation	NOUN
american_scientific_journal-12133	24	66	,	,	PUNCT
american_scientific_journal-12133	24	67	which	which	PRON
american_scientific_journal-12133	24	68	explains	explain	VERB
american_scientific_journal-12133	24	69	why	why	SCONJ
american_scientific_journal-12133	24	70	prompt	prompt	ADJ
american_scientific_journal-12133	24	71	-	-	PUNCT
american_scientific_journal-12133	24	72	only	only	ADV
american_scientific_journal-12133	24	73	workflows	workflow	NOUN
american_scientific_journal-12133	24	74	underperformed	underperform	VERB
american_scientific_journal-12133	24	75	and	and	CCONJ
american_scientific_journal-12133	24	76	why	why	SCONJ
american_scientific_journal-12133	24	77	ci	ci	NOUN
american_scientific_journal-12133	24	78	-	-	PUNCT
american_scientific_journal-12133	24	79	embedded	embed	VERB
american_scientific_journal-12133	24	80	assistance	assistance	NOUN
american_scientific_journal-12133	24	81	succeeded	succeed	VERB
american_scientific_journal-12133	24	82	when	when	SCONJ
american_scientific_journal-12133	24	83	subjected	subject	VERB
american_scientific_journal-12133	24	84	to	to	ADP
american_scientific_journal-12133	24	85	identical	identical	ADJ
american_scientific_journal-12133	24	86	gates	gate	NOUN
american_scientific_journal-12133	24	87	as	as	ADP
american_scientific_journal-12133	24	88	human	human	ADJ
american_scientific_journal-12133	24	89	changes	change	NOUN
american_scientific_journal-12133	24	90	[	[	X
american_scientific_journal-12133	24	91	8	8	NUM
american_scientific_journal-12133	24	92	]	]	PUNCT
american_scientific_journal-12133	24	93	.	.	PUNCT
american_scientific_journal-12133	25	1	practitioner	practitioner	NOUN
american_scientific_journal-12133	25	2	overviews	overview	NOUN
american_scientific_journal-12133	25	3	capture	capture	VERB
american_scientific_journal-12133	25	4	environment	environment	NOUN
american_scientific_journal-12133	25	5	-	-	PUNCT
american_scientific_journal-12133	25	6	wide	wide	ADJ
american_scientific_journal-12133	25	7	codification	codification	NOUN
american_scientific_journal-12133	25	8	benefits	benefit	NOUN
american_scientific_journal-12133	25	9	and	and	CCONJ
american_scientific_journal-12133	25	10	caution	caution	VERB
american_scientific_journal-12133	25	11	against	against	ADP
american_scientific_journal-12133	25	12	over	over	ADP
american_scientific_journal-12133	25	13	-	-	PUNCT
american_scientific_journal-12133	25	14	general	general	ADJ
american_scientific_journal-12133	25	15	abstraction	abstraction	NOUN
american_scientific_journal-12133	25	16	,	,	PUNCT
american_scientific_journal-12133	25	17	echoing	echo	VERB
american_scientific_journal-12133	25	18	the	the	DET
american_scientific_journal-12133	25	19	portability	portability	NOUN
american_scientific_journal-12133	25	20	findings	finding	NOUN
american_scientific_journal-12133	25	21	that	that	PRON
american_scientific_journal-12133	25	22	favored	favor	VERB
american_scientific_journal-12133	25	23	provider	provider	NOUN
american_scientific_journal-12133	25	24	-	-	PUNCT
american_scientific_journal-12133	25	25	native	native	ADJ
american_scientific_journal-12133	25	26	resources	resource	NOUN
american_scientific_journal-12133	25	27	behind	behind	ADP
american_scientific_journal-12133	25	28	unified	unified	ADJ
american_scientific_journal-12133	25	29	state	state	NOUN
american_scientific_journal-12133	25	30	,	,	PUNCT
american_scientific_journal-12133	25	31	tagging	tagging	NOUN
american_scientific_journal-12133	25	32	,	,	PUNCT
american_scientific_journal-12133	25	33	and	and	CCONJ
american_scientific_journal-12133	25	34	policy	policy	NOUN
american_scientific_journal-12133	25	35	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	25	36	[	[	X
american_scientific_journal-12133	25	37	10	10	NUM
american_scientific_journal-12133	25	38	]	]	PUNCT
american_scientific_journal-12133	25	39	.	.	PUNCT
american_scientific_journal-12133	26	1	the	the	DET
american_scientific_journal-12133	26	2	present	present	ADJ
american_scientific_journal-12133	26	3	study	study	NOUN
american_scientific_journal-12133	26	4	integrates	integrate	VERB
american_scientific_journal-12133	26	5	these	these	DET
american_scientific_journal-12133	26	6	strands	strand	NOUN
american_scientific_journal-12133	26	7	into	into	ADP
american_scientific_journal-12133	26	8	a	a	DET
american_scientific_journal-12133	26	9	single	single	ADJ
american_scientific_journal-12133	26	10	delivery	delivery	NOUN
american_scientific_journal-12133	26	11	model	model	NOUN
american_scientific_journal-12133	26	12	that	that	PRON
american_scientific_journal-12133	26	13	couples	couple	VERB
american_scientific_journal-12133	26	14	conservative	conservative	ADJ
american_scientific_journal-12133	26	15	cross	cross	ADJ
american_scientific_journal-12133	26	16	-	-	ADJ
american_scientific_journal-12133	26	17	cloud	cloud	ADJ
american_scientific_journal-12133	26	18	abstractions	abstraction	NOUN
american_scientific_journal-12133	26	19	with	with	ADP
american_scientific_journal-12133	26	20	plan	plan	NOUN
american_scientific_journal-12133	26	21	-	-	PUNCT
american_scientific_journal-12133	26	22	time	time	NOUN
american_scientific_journal-12133	26	23	governance	governance	NOUN
american_scientific_journal-12133	26	24	and	and	CCONJ
american_scientific_journal-12133	26	25	ci	ci	NOUN
american_scientific_journal-12133	26	26	-	-	PUNCT
american_scientific_journal-12133	26	27	aware	aware	ADJ
american_scientific_journal-12133	26	28	ai	ai	VERB
american_scientific_journal-12133	26	29	participation	participation	NOUN
american_scientific_journal-12133	26	30	and	and	CCONJ
american_scientific_journal-12133	26	31	quantifies	quantifie	NOUN
american_scientific_journal-12133	26	32	their	their	PRON
american_scientific_journal-12133	26	33	combined	combine	VERB
american_scientific_journal-12133	26	34	impact	impact	NOUN
american_scientific_journal-12133	26	35	on	on	ADP
american_scientific_journal-12133	26	36	speed	speed	NOUN
american_scientific_journal-12133	26	37	,	,	PUNCT
american_scientific_journal-12133	26	38	reliability	reliability	NOUN
american_scientific_journal-12133	26	39	,	,	PUNCT
american_scientific_journal-12133	26	40	and	and	CCONJ
american_scientific_journal-12133	26	41	spend	spend	NOUN
american_scientific_journal-12133	26	42	.	.	PUNCT
american_scientific_journal-12133	27	1	2.materials	2.material	NOUN
american_scientific_journal-12133	27	2	and	and	CCONJ
american_scientific_journal-12133	27	3	methods	method	NOUN
american_scientific_journal-12133	27	4	the	the	DET
american_scientific_journal-12133	27	5	review	review	NOUN
american_scientific_journal-12133	27	6	synthesizes	synthesize	VERB
american_scientific_journal-12133	27	7	recent	recent	ADJ
american_scientific_journal-12133	27	8	scholarship	scholarship	NOUN
american_scientific_journal-12133	27	9	,	,	PUNCT
american_scientific_journal-12133	27	10	standards	standard	NOUN
american_scientific_journal-12133	27	11	,	,	PUNCT
american_scientific_journal-12133	27	12	and	and	CCONJ
american_scientific_journal-12133	27	13	practitioner	practitioner	NOUN
american_scientific_journal-12133	27	14	guidance	guidance	NOUN
american_scientific_journal-12133	27	15	across	across	ADP
american_scientific_journal-12133	27	16	ten	ten	NUM
american_scientific_journal-12133	27	17	sources	source	NOUN
american_scientific_journal-12133	27	18	.	.	PUNCT
american_scientific_journal-12133	28	1	s.	s.	PROPN
american_scientific_journal-12133	28	2	davidson	davidson	PROPN
american_scientific_journal-12133	28	3	reference	reference	PROPN
american_scientific_journal-12133	29	1	[	[	X
american_scientific_journal-12133	29	2	1	1	NUM
american_scientific_journal-12133	29	3	]	]	PUNCT
american_scientific_journal-12133	29	4	introduces	introduce	VERB
american_scientific_journal-12133	29	5	a	a	DET
american_scientific_journal-12133	29	6	multi	multi	ADJ
american_scientific_journal-12133	29	7	-	-	ADJ
american_scientific_journal-12133	29	8	format	format	ADJ
american_scientific_journal-12133	29	9	benchmark	benchmark	NOUN
american_scientific_journal-12133	29	10	for	for	ADP
american_scientific_journal-12133	29	11	nl→iac→validated	nl→iac→validated	ADJ
american_scientific_journal-12133	29	12	-	-	PUNCT
american_scientific_journal-12133	29	13	iac	iac	NOUN
american_scientific_journal-12133	29	14	workflows	workflow	NOUN
american_scientific_journal-12133	29	15	and	and	CCONJ
american_scientific_journal-12133	29	16	mutation	mutation	NOUN
american_scientific_journal-12133	29	17	american	american	PROPN
american_scientific_journal-12133	29	18	academic	academic	ADJ
american_scientific_journal-12133	29	19	scientific	scientific	ADJ
american_scientific_journal-12133	29	20	research	research	NOUN
american_scientific_journal-12133	29	21	journal	journal	NOUN
american_scientific_journal-12133	29	22	for	for	ADP
american_scientific_journal-12133	29	23	engineering	engineering	NOUN
american_scientific_journal-12133	29	24	,	,	PUNCT
american_scientific_journal-12133	29	25	technology	technology	NOUN
american_scientific_journal-12133	29	26	,	,	PUNCT
american_scientific_journal-12133	29	27	and	and	CCONJ
american_scientific_journal-12133	29	28	sciences	science	NOUN
american_scientific_journal-12133	29	29	(	(	PUNCT
american_scientific_journal-12133	29	30	asrjets	asrjet	NOUN
american_scientific_journal-12133	29	31	)	)	PUNCT
american_scientific_journal-12133	29	32	volume	volume	NOUN
american_scientific_journal-12133	29	33	103	103	NUM
american_scientific_journal-12133	29	34	,	,	PUNCT
american_scientific_journal-12133	29	35	no	no	DET
american_scientific_journal-12133	29	36	1	1	NUM
american_scientific_journal-12133	29	37	,	,	PUNCT
american_scientific_journal-12133	29	38	pp	pp	ADV
american_scientific_journal-12133	29	39	443	443	NUM
american_scientific_journal-12133	29	40	-	-	SYM
american_scientific_journal-12133	29	41	452	452	NUM
american_scientific_journal-12133	29	42	445	445	NUM
american_scientific_journal-12133	29	43	pipelines	pipeline	NOUN
american_scientific_journal-12133	29	44	that	that	PRON
american_scientific_journal-12133	29	45	expose	expose	VERB
american_scientific_journal-12133	29	46	gaps	gap	NOUN
american_scientific_journal-12133	29	47	between	between	ADP
american_scientific_journal-12133	29	48	syntactic	syntactic	ADJ
american_scientific_journal-12133	29	49	and	and	CCONJ
american_scientific_journal-12133	29	50	semantic	semantic	ADJ
american_scientific_journal-12133	29	51	correctness	correctness	NOUN
american_scientific_journal-12133	29	52	.	.	PUNCT
american_scientific_journal-12133	30	1	d.	d.	PROPN
american_scientific_journal-12133	30	2	feitosa	feitosa	PROPN
american_scientific_journal-12133	31	1	[	[	X
american_scientific_journal-12133	31	2	2	2	NUM
american_scientific_journal-12133	31	3	]	]	PUNCT
american_scientific_journal-12133	31	4	mines	mine	NOUN
american_scientific_journal-12133	31	5	iac	iac	NOUN
american_scientific_journal-12133	31	6	repositories	repository	NOUN
american_scientific_journal-12133	31	7	for	for	ADP
american_scientific_journal-12133	31	8	cost	cost	NOUN
american_scientific_journal-12133	31	9	-	-	PUNCT
american_scientific_journal-12133	31	10	awareness	awareness	NOUN
american_scientific_journal-12133	31	11	signals	signal	NOUN
american_scientific_journal-12133	31	12	and	and	CCONJ
american_scientific_journal-12133	31	13	relates	relate	VERB
american_scientific_journal-12133	31	14	code	code	NOUN
american_scientific_journal-12133	31	15	idioms	idiom	NOUN
american_scientific_journal-12133	31	16	to	to	PART
american_scientific_journal-12133	31	17	waste	waste	VERB
american_scientific_journal-12133	31	18	reduction	reduction	NOUN
american_scientific_journal-12133	31	19	and	and	CCONJ
american_scientific_journal-12133	31	20	defect	defect	VERB
american_scientific_journal-12133	31	21	patterns	pattern	NOUN
american_scientific_journal-12133	31	22	in	in	ADP
american_scientific_journal-12133	31	23	cloud	cloud	ADJ
american_scientific_journal-12133	31	24	deployments	deployment	NOUN
american_scientific_journal-12133	31	25	.	.	PUNCT
american_scientific_journal-12133	32	1	v.	v.	ADP
american_scientific_journal-12133	32	2	gudelli	gudelli	NOUN
american_scientific_journal-12133	33	1	[	[	X
american_scientific_journal-12133	33	2	3	3	X
american_scientific_journal-12133	33	3	]	]	PUNCT
american_scientific_journal-12133	33	4	contrasts	contrast	VERB
american_scientific_journal-12133	33	5	terraform	terraform	NOUN
american_scientific_journal-12133	33	6	and	and	CCONJ
american_scientific_journal-12133	33	7	aws	aws	NOUN
american_scientific_journal-12133	33	8	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	33	9	for	for	ADP
american_scientific_journal-12133	33	10	multi	multi	ADJ
american_scientific_journal-12133	33	11	-	-	ADJ
american_scientific_journal-12133	33	12	cloud	cloud	ADJ
american_scientific_journal-12133	33	13	automation	automation	NOUN
american_scientific_journal-12133	33	14	and	and	CCONJ
american_scientific_journal-12133	33	15	discusses	discuss	VERB
american_scientific_journal-12133	33	16	composability	composability	NOUN
american_scientific_journal-12133	33	17	,	,	PUNCT
american_scientific_journal-12133	33	18	provider	provider	NOUN
american_scientific_journal-12133	33	19	coverage	coverage	NOUN
american_scientific_journal-12133	33	20	,	,	PUNCT
american_scientific_journal-12133	33	21	and	and	CCONJ
american_scientific_journal-12133	33	22	template	template	NOUN
american_scientific_journal-12133	33	23	maintenance	maintenance	NOUN
american_scientific_journal-12133	33	24	burden	burden	NOUN
american_scientific_journal-12133	33	25	.	.	PUNCT
american_scientific_journal-12133	34	1	r.	r.	PROPN
american_scientific_journal-12133	34	2	mitchell	mitchell	PROPN
american_scientific_journal-12133	35	1	[	[	X
american_scientific_journal-12133	35	2	4	4	NUM
american_scientific_journal-12133	35	3	]	]	PUNCT
american_scientific_journal-12133	35	4	documents	document	VERB
american_scientific_journal-12133	35	5	native	native	ADJ
american_scientific_journal-12133	35	6	policy	policy	NOUN
american_scientific_journal-12133	35	7	enablement	enablement	NOUN
american_scientific_journal-12133	35	8	for	for	ADP
american_scientific_journal-12133	35	9	terraform	terraform	NOUN
american_scientific_journal-12133	35	10	cloud	cloud	NOUN
american_scientific_journal-12133	35	11	and	and	CCONJ
american_scientific_journal-12133	35	12	operationalizes	operationalize	NOUN
american_scientific_journal-12133	35	13	opa	opa	PROPN
american_scientific_journal-12133	35	14	/	/	SYM
american_scientific_journal-12133	35	15	rego	rego	NOUN
american_scientific_journal-12133	35	16	as	as	ADP
american_scientific_journal-12133	35	17	a	a	DET
american_scientific_journal-12133	35	18	plan	plan	NOUN
american_scientific_journal-12133	35	19	-	-	PUNCT
american_scientific_journal-12133	35	20	time	time	NOUN
american_scientific_journal-12133	35	21	guardrail	guardrail	NOUN
american_scientific_journal-12133	35	22	.	.	PUNCT
american_scientific_journal-12133	36	1	nist	nist	NOUN
american_scientific_journal-12133	37	1	[	[	X
american_scientific_journal-12133	37	2	5	5	NUM
american_scientific_journal-12133	37	3	]	]	PUNCT
american_scientific_journal-12133	37	4	publishes	publish	VERB
american_scientific_journal-12133	37	5	the	the	DET
american_scientific_journal-12133	37	6	current	current	ADJ
american_scientific_journal-12133	37	7	revision	revision	NOUN
american_scientific_journal-12133	37	8	stream	stream	NOUN
american_scientific_journal-12133	37	9	for	for	ADP
american_scientific_journal-12133	37	10	sp	sp	ADP
american_scientific_journal-12133	37	11	800	800	NUM
american_scientific_journal-12133	37	12	-	-	SYM
american_scientific_journal-12133	37	13	53	53	NUM
american_scientific_journal-12133	37	14	,	,	PUNCT
american_scientific_journal-12133	37	15	furnishing	furnish	VERB
american_scientific_journal-12133	37	16	control	control	NOUN
american_scientific_journal-12133	37	17	families	family	NOUN
american_scientific_journal-12133	37	18	and	and	CCONJ
american_scientific_journal-12133	37	19	assessment	assessment	NOUN
american_scientific_journal-12133	37	20	references	reference	NOUN
american_scientific_journal-12133	37	21	that	that	SCONJ
american_scientific_journal-12133	37	22	iac	iac	PROPN
american_scientific_journal-12133	37	23	pipelines	pipeline	NOUN
american_scientific_journal-12133	37	24	can	can	AUX
american_scientific_journal-12133	37	25	map	map	VERB
american_scientific_journal-12133	37	26	to	to	ADP
american_scientific_journal-12133	37	27	evidence	evidence	NOUN
american_scientific_journal-12133	37	28	packets	packet	NOUN
american_scientific_journal-12133	37	29	.	.	PUNCT
american_scientific_journal-12133	38	1	j.	j.	PROPN
american_scientific_journal-12133	38	2	roper	roper	PROPN
american_scientific_journal-12133	38	3	[	[	X
american_scientific_journal-12133	38	4	6	6	NUM
american_scientific_journal-12133	38	5	]	]	PUNCT
american_scientific_journal-12133	38	6	consolidates	consolidate	VERB
american_scientific_journal-12133	38	7	best	good	ADJ
american_scientific_journal-12133	38	8	practices	practice	NOUN
american_scientific_journal-12133	38	9	for	for	ADP
american_scientific_journal-12133	38	10	module	module	NOUN
american_scientific_journal-12133	38	11	reuse	reuse	NOUN
american_scientific_journal-12133	38	12	,	,	PUNCT
american_scientific_journal-12133	38	13	state	state	NOUN
american_scientific_journal-12133	38	14	management	management	NOUN
american_scientific_journal-12133	38	15	,	,	PUNCT
american_scientific_journal-12133	38	16	and	and	CCONJ
american_scientific_journal-12133	38	17	policy	policy	NOUN
american_scientific_journal-12133	38	18	placement	placement	NOUN
american_scientific_journal-12133	38	19	,	,	PUNCT
american_scientific_journal-12133	38	20	emphasizing	emphasize	VERB
american_scientific_journal-12133	38	21	reproducible	reproducible	ADJ
american_scientific_journal-12133	38	22	pipelines	pipeline	NOUN
american_scientific_journal-12133	38	23	.	.	PUNCT
american_scientific_journal-12133	39	1	c.	c.	PROPN
american_scientific_journal-12133	39	2	tozzi	tozzi	PROPN
american_scientific_journal-12133	40	1	[	[	X
american_scientific_journal-12133	40	2	7	7	X
american_scientific_journal-12133	40	3	]	]	PUNCT
american_scientific_journal-12133	40	4	delineates	delineate	VERB
american_scientific_journal-12133	40	5	an	an	DET
american_scientific_journal-12133	40	6	end	end	NOUN
american_scientific_journal-12133	40	7	-	-	PUNCT
american_scientific_journal-12133	40	8	to	to	ADP
american_scientific_journal-12133	40	9	-	-	PUNCT
american_scientific_journal-12133	40	10	end	end	NOUN
american_scientific_journal-12133	40	11	iac	iac	NOUN
american_scientific_journal-12133	40	12	pipeline	pipeline	NOUN
american_scientific_journal-12133	40	13	pattern	pattern	NOUN
american_scientific_journal-12133	40	14	with	with	ADP
american_scientific_journal-12133	40	15	pr	pr	NOUN
american_scientific_journal-12133	40	16	-	-	PUNCT
american_scientific_journal-12133	40	17	gated	gate	VERB
american_scientific_journal-12133	40	18	plans	plan	NOUN
american_scientific_journal-12133	40	19	,	,	PUNCT
american_scientific_journal-12133	40	20	static	static	ADJ
american_scientific_journal-12133	40	21	checks	check	NOUN
american_scientific_journal-12133	40	22	,	,	PUNCT
american_scientific_journal-12133	40	23	and	and	CCONJ
american_scientific_journal-12133	40	24	drift	drift	NOUN
american_scientific_journal-12133	40	25	handling	handling	NOUN
american_scientific_journal-12133	40	26	for	for	ADP
american_scientific_journal-12133	40	27	cloud	cloud	NOUN
american_scientific_journal-12133	40	28	platforms	platform	NOUN
american_scientific_journal-12133	40	29	.	.	PUNCT
american_scientific_journal-12133	41	1	firefly	firefly	PROPN
american_scientific_journal-12133	41	2	academy	academy	PROPN
american_scientific_journal-12133	41	3	[	[	X
american_scientific_journal-12133	41	4	8	8	NUM
american_scientific_journal-12133	41	5	]	]	PUNCT
american_scientific_journal-12133	41	6	outlines	outline	VERB
american_scientific_journal-12133	41	7	agentic	agentic	ADJ
american_scientific_journal-12133	41	8	ai	ai	VERB
american_scientific_journal-12133	41	9	frameworks	framework	NOUN
american_scientific_journal-12133	41	10	that	that	PRON
american_scientific_journal-12133	41	11	generate	generate	VERB
american_scientific_journal-12133	41	12	terraform	terraform	NOUN
american_scientific_journal-12133	41	13	under	under	ADP
american_scientific_journal-12133	41	14	ci	ci	PROPN
american_scientific_journal-12133	41	15	supervision	supervision	NOUN
american_scientific_journal-12133	41	16	,	,	PUNCT
american_scientific_journal-12133	41	17	highlighting	highlight	VERB
american_scientific_journal-12133	41	18	retrieval	retrieval	NOUN
american_scientific_journal-12133	41	19	of	of	ADP
american_scientific_journal-12133	41	20	organizational	organizational	ADJ
american_scientific_journal-12133	41	21	baselines	baseline	NOUN
american_scientific_journal-12133	41	22	and	and	CCONJ
american_scientific_journal-12133	41	23	policy	policy	NOUN
american_scientific_journal-12133	41	24	integration	integration	NOUN
american_scientific_journal-12133	41	25	.	.	PUNCT
american_scientific_journal-12133	42	1	s.	s.	PROPN
american_scientific_journal-12133	42	2	gabrail	gabrail	PROPN
american_scientific_journal-12133	43	1	[	[	X
american_scientific_journal-12133	43	2	9	9	NUM
american_scientific_journal-12133	43	3	]	]	PUNCT
american_scientific_journal-12133	43	4	compares	compare	VERB
american_scientific_journal-12133	43	5	terraform	terraform	NOUN
american_scientific_journal-12133	43	6	with	with	ADP
american_scientific_journal-12133	43	7	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	43	8	and	and	CCONJ
american_scientific_journal-12133	43	9	frames	frame	VERB
american_scientific_journal-12133	43	10	portability	portability	NOUN
american_scientific_journal-12133	43	11	decisions	decision	NOUN
american_scientific_journal-12133	43	12	for	for	ADP
american_scientific_journal-12133	43	13	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12133	43	14	estates	estate	NOUN
american_scientific_journal-12133	43	15	.	.	PUNCT
american_scientific_journal-12133	44	1	momentslog	momentslog	PROPN
american_scientific_journal-12133	45	1	[	[	X
american_scientific_journal-12133	45	2	10	10	NUM
american_scientific_journal-12133	45	3	]	]	PUNCT
american_scientific_journal-12133	45	4	presents	present	VERB
american_scientific_journal-12133	45	5	a	a	DET
american_scientific_journal-12133	45	6	practitioner	practitioner	NOUN
american_scientific_journal-12133	45	7	overview	overview	NOUN
american_scientific_journal-12133	45	8	of	of	ADP
american_scientific_journal-12133	45	9	iac	iac	PROPN
american_scientific_journal-12133	45	10	fundamentals	fundamental	NOUN
american_scientific_journal-12133	45	11	,	,	PUNCT
american_scientific_journal-12133	45	12	automation	automation	NOUN
american_scientific_journal-12133	45	13	tactics	tactic	NOUN
american_scientific_journal-12133	45	14	,	,	PUNCT
american_scientific_journal-12133	45	15	and	and	CCONJ
american_scientific_journal-12133	45	16	environment	environment	NOUN
american_scientific_journal-12133	45	17	-	-	PUNCT
american_scientific_journal-12133	45	18	wide	wide	ADJ
american_scientific_journal-12133	45	19	codification	codification	NOUN
american_scientific_journal-12133	45	20	.	.	PUNCT
american_scientific_journal-12133	46	1	the	the	DET
american_scientific_journal-12133	46	2	paper	paper	NOUN
american_scientific_journal-12133	46	3	applies	apply	VERB
american_scientific_journal-12133	46	4	comparative	comparative	ADJ
american_scientific_journal-12133	46	5	analysis	analysis	NOUN
american_scientific_journal-12133	46	6	of	of	ADP
american_scientific_journal-12133	46	7	toolchains	toolchain	NOUN
american_scientific_journal-12133	46	8	and	and	CCONJ
american_scientific_journal-12133	46	9	governance	governance	NOUN
american_scientific_journal-12133	46	10	models	model	NOUN
american_scientific_journal-12133	46	11	;	;	PUNCT
american_scientific_journal-12133	46	12	narrative	narrative	ADJ
american_scientific_journal-12133	46	13	synthesis	synthesis	NOUN
american_scientific_journal-12133	46	14	of	of	ADP
american_scientific_journal-12133	46	15	empirical	empirical	ADJ
american_scientific_journal-12133	46	16	and	and	CCONJ
american_scientific_journal-12133	46	17	standards	standard	NOUN
american_scientific_journal-12133	46	18	-	-	PUNCT
american_scientific_journal-12133	46	19	oriented	orient	VERB
american_scientific_journal-12133	46	20	sources	source	NOUN
american_scientific_journal-12133	46	21	;	;	PUNCT
american_scientific_journal-12133	46	22	framework	framework	NOUN
american_scientific_journal-12133	46	23	mapping	mapping	NOUN
american_scientific_journal-12133	46	24	of	of	ADP
american_scientific_journal-12133	46	25	pipeline	pipeline	NOUN
american_scientific_journal-12133	46	26	controls	control	VERB
american_scientific_journal-12133	46	27	to	to	ADP
american_scientific_journal-12133	46	28	nist	nist	NOUN
american_scientific_journal-12133	46	29	800	800	NUM
american_scientific_journal-12133	46	30	-	-	SYM
american_scientific_journal-12133	46	31	53	53	NUM
american_scientific_journal-12133	46	32	families	family	NOUN
american_scientific_journal-12133	46	33	;	;	PUNCT
american_scientific_journal-12133	46	34	and	and	CCONJ
american_scientific_journal-12133	46	35	triangulation	triangulation	NOUN
american_scientific_journal-12133	46	36	across	across	ADP
american_scientific_journal-12133	46	37	engineering	engineer	VERB
american_scientific_journal-12133	46	38	write	write	NOUN
american_scientific_journal-12133	46	39	-	-	PUNCT
american_scientific_journal-12133	46	40	ups	up	NOUN
american_scientific_journal-12133	46	41	,	,	PUNCT
american_scientific_journal-12133	46	42	evaluations	evaluation	NOUN
american_scientific_journal-12133	46	43	,	,	PUNCT
american_scientific_journal-12133	46	44	and	and	CCONJ
american_scientific_journal-12133	46	45	repository	repository	NOUN
american_scientific_journal-12133	46	46	-	-	PUNCT
american_scientific_journal-12133	46	47	mining	mining	NOUN
american_scientific_journal-12133	46	48	studies	study	NOUN
american_scientific_journal-12133	46	49	.	.	PUNCT
american_scientific_journal-12133	47	1	the	the	DET
american_scientific_journal-12133	47	2	analytic	analytic	ADJ
american_scientific_journal-12133	47	3	procedure	procedure	NOUN
american_scientific_journal-12133	47	4	aligns	align	VERB
american_scientific_journal-12133	47	5	claims	claim	NOUN
american_scientific_journal-12133	47	6	on	on	ADP
american_scientific_journal-12133	47	7	speed	speed	NOUN
american_scientific_journal-12133	47	8	,	,	PUNCT
american_scientific_journal-12133	47	9	reliability	reliability	NOUN
american_scientific_journal-12133	47	10	,	,	PUNCT
american_scientific_journal-12133	47	11	and	and	CCONJ
american_scientific_journal-12133	47	12	spend	spend	VERB
american_scientific_journal-12133	47	13	with	with	ADP
american_scientific_journal-12133	47	14	repeatable	repeatable	ADJ
american_scientific_journal-12133	47	15	controls	control	NOUN
american_scientific_journal-12133	47	16	:	:	PUNCT
american_scientific_journal-12133	47	17	plan	plan	NOUN
american_scientific_journal-12133	47	18	-	-	PUNCT
american_scientific_journal-12133	47	19	time	time	NOUN
american_scientific_journal-12133	47	20	policy	policy	NOUN
american_scientific_journal-12133	47	21	enforcement	enforcement	NOUN
american_scientific_journal-12133	47	22	,	,	PUNCT
american_scientific_journal-12133	47	23	drift	drift	NOUN
american_scientific_journal-12133	47	24	remediation	remediation	NOUN
american_scientific_journal-12133	47	25	,	,	PUNCT
american_scientific_journal-12133	47	26	cost	cost	NOUN
american_scientific_journal-12133	47	27	guardrails	guardrail	NOUN
american_scientific_journal-12133	47	28	,	,	PUNCT
american_scientific_journal-12133	47	29	and	and	CCONJ
american_scientific_journal-12133	47	30	ci	ci	NOUN
american_scientific_journal-12133	47	31	-	-	PUNCT
american_scientific_journal-12133	47	32	embedded	embed	VERB
american_scientific_journal-12133	47	33	ai	ai	NOUN
american_scientific_journal-12133	47	34	assistance	assistance	NOUN
american_scientific_journal-12133	47	35	.	.	PUNCT
american_scientific_journal-12133	48	1	3.results	3.results	NUM
american_scientific_journal-12133	48	2	configuration	configuration	NOUN
american_scientific_journal-12133	48	3	templating	templating	NOUN
american_scientific_journal-12133	48	4	with	with	ADP
american_scientific_journal-12133	48	5	terraform	terraform	NOUN
american_scientific_journal-12133	48	6	and	and	CCONJ
american_scientific_journal-12133	48	7	aws	aws	NOUN
american_scientific_journal-12133	48	8	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	48	9	across	across	ADP
american_scientific_journal-12133	48	10	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12133	48	11	providers	provider	NOUN
american_scientific_journal-12133	48	12	produced	produce	VERB
american_scientific_journal-12133	48	13	consistent	consistent	ADJ
american_scientific_journal-12133	48	14	gains	gain	NOUN
american_scientific_journal-12133	48	15	in	in	ADP
american_scientific_journal-12133	48	16	provisioning	provision	VERB
american_scientific_journal-12133	48	17	speed	speed	NOUN
american_scientific_journal-12133	48	18	and	and	CCONJ
american_scientific_journal-12133	48	19	reliability	reliability	NOUN
american_scientific_journal-12133	48	20	for	for	ADP
american_scientific_journal-12133	48	21	multi	multi	ADJ
american_scientific_journal-12133	48	22	-	-	ADJ
american_scientific_journal-12133	48	23	cloud	cloud	ADJ
american_scientific_journal-12133	48	24	rollouts	rollout	NOUN
american_scientific_journal-12133	48	25	.	.	PUNCT
american_scientific_journal-12133	49	1	the	the	DET
american_scientific_journal-12133	49	2	configuration	configuration	NOUN
american_scientific_journal-12133	49	3	analysis	analysis	NOUN
american_scientific_journal-12133	49	4	conducted	conduct	VERB
american_scientific_journal-12133	49	5	for	for	ADP
american_scientific_journal-12133	49	6	the	the	DET
american_scientific_journal-12133	49	7	study	study	NOUN
american_scientific_journal-12133	49	8	’s	’s	PART
american_scientific_journal-12133	49	9	corpus	corpus	NOUN
american_scientific_journal-12133	49	10	of	of	ADP
american_scientific_journal-12133	49	11	reusable	reusable	ADJ
american_scientific_journal-12133	49	12	terraform	terraform	NOUN
american_scientific_journal-12133	49	13	modules	module	NOUN
american_scientific_journal-12133	49	14	and	and	CCONJ
american_scientific_journal-12133	49	15	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	49	16	templates	template	NOUN
american_scientific_journal-12133	49	17	cut	cut	VERB
american_scientific_journal-12133	49	18	initial	initial	ADJ
american_scientific_journal-12133	49	19	environment	environment	NOUN
american_scientific_journal-12133	49	20	setup	setup	NOUN
american_scientific_journal-12133	49	21	times	time	NOUN
american_scientific_journal-12133	49	22	by	by	ADP
american_scientific_journal-12133	49	23	roughly	roughly	ADV
american_scientific_journal-12133	49	24	40	40	NUM
american_scientific_journal-12133	49	25	%	%	NOUN
american_scientific_journal-12133	49	26	and	and	CCONJ
american_scientific_journal-12133	49	27	errors	error	NOUN
american_scientific_journal-12133	49	28	by	by	ADP
american_scientific_journal-12133	49	29	50	50	NUM
american_scientific_journal-12133	49	30	%	%	NOUN
american_scientific_journal-12133	49	31	through	through	ADP
american_scientific_journal-12133	49	32	automated	automate	VERB
american_scientific_journal-12133	49	33	template	template	NOUN
american_scientific_journal-12133	49	34	generation	generation	NOUN
american_scientific_journal-12133	49	35	,	,	PUNCT
american_scientific_journal-12133	49	36	and	and	CCONJ
american_scientific_journal-12133	49	37	halved	halve	VERB
american_scientific_journal-12133	49	38	recurrent	recurrent	ADJ
american_scientific_journal-12133	49	39	configuration	configuration	NOUN
american_scientific_journal-12133	49	40	defects	defect	NOUN
american_scientific_journal-12133	49	41	in	in	ADP
american_scientific_journal-12133	49	42	iterative	iterative	NOUN
american_scientific_journal-12133	49	43	updates	update	NOUN
american_scientific_journal-12133	49	44	;	;	PUNCT
american_scientific_journal-12133	49	45	these	these	DET
american_scientific_journal-12133	49	46	gains	gain	NOUN
american_scientific_journal-12133	49	47	concentrated	concentrate	VERB
american_scientific_journal-12133	49	48	in	in	ADP
american_scientific_journal-12133	49	49	pipelines	pipeline	NOUN
american_scientific_journal-12133	49	50	that	that	PRON
american_scientific_journal-12133	49	51	i	i	PRON
american_scientific_journal-12133	49	52	)	)	PUNCT
american_scientific_journal-12133	49	53	normalized	normalize	VERB
american_scientific_journal-12133	49	54	variables	variable	NOUN
american_scientific_journal-12133	49	55	and	and	CCONJ
american_scientific_journal-12133	49	56	backends	backend	NOUN
american_scientific_journal-12133	49	57	across	across	ADP
american_scientific_journal-12133	49	58	providers	provider	NOUN
american_scientific_journal-12133	49	59	,	,	PUNCT
american_scientific_journal-12133	49	60	ii	ii	PROPN
american_scientific_journal-12133	49	61	)	)	PUNCT
american_scientific_journal-12133	49	62	enforced	enforce	VERB
american_scientific_journal-12133	49	63	“	"	PUNCT
american_scientific_journal-12133	49	64	policy	policy	NOUN
american_scientific_journal-12133	49	65	as	as	ADP
american_scientific_journal-12133	49	66	code	code	NOUN
american_scientific_journal-12133	49	67	”	"	PUNCT
american_scientific_journal-12133	49	68	pre	pre	NOUN
american_scientific_journal-12133	49	69	-	-	VERB
american_scientific_journal-12133	49	70	merge	merge	ADJ
american_scientific_journal-12133	49	71	,	,	PUNCT
american_scientific_journal-12133	49	72	iii	iii	NOUN
american_scientific_journal-12133	49	73	)	)	PUNCT
american_scientific_journal-12133	49	74	attached	attach	VERB
american_scientific_journal-12133	49	75	static	static	ADJ
american_scientific_journal-12133	49	76	analysis	analysis	NOUN
american_scientific_journal-12133	49	77	to	to	ADP
american_scientific_journal-12133	49	78	every	every	DET
american_scientific_journal-12133	49	79	plan	plan	NOUN
american_scientific_journal-12133	49	80	/	/	SYM
american_scientific_journal-12133	49	81	apply	apply	VERB
american_scientific_journal-12133	49	82	stage	stage	NOUN
american_scientific_journal-12133	49	83	.	.	PUNCT
american_scientific_journal-12133	50	1	the	the	DET
american_scientific_journal-12133	50	2	measured	measure	VERB
american_scientific_journal-12133	50	3	pattern	pattern	NOUN
american_scientific_journal-12133	50	4	aligns	align	VERB
american_scientific_journal-12133	50	5	with	with	ADP
american_scientific_journal-12133	50	6	contemporary	contemporary	ADJ
american_scientific_journal-12133	50	7	engineering	engineering	NOUN
american_scientific_journal-12133	50	8	reports	report	NOUN
american_scientific_journal-12133	50	9	and	and	CCONJ
american_scientific_journal-12133	50	10	evaluations	evaluation	NOUN
american_scientific_journal-12133	50	11	that	that	PRON
american_scientific_journal-12133	50	12	emphasize	emphasize	VERB
american_scientific_journal-12133	50	13	versioned	versioned	ADJ
american_scientific_journal-12133	50	14	declarations	declaration	NOUN
american_scientific_journal-12133	50	15	,	,	PUNCT
american_scientific_journal-12133	50	16	statically	statically	ADV
american_scientific_journal-12133	50	17	checked	check	VERB
american_scientific_journal-12133	50	18	plans	plan	NOUN
american_scientific_journal-12133	50	19	,	,	PUNCT
american_scientific_journal-12133	50	20	and	and	CCONJ
american_scientific_journal-12133	50	21	repeatable	repeatable	ADJ
american_scientific_journal-12133	50	22	automation	automation	NOUN
american_scientific_journal-12133	50	23	as	as	ADP
american_scientific_journal-12133	50	24	the	the	DET
american_scientific_journal-12133	50	25	primary	primary	ADJ
american_scientific_journal-12133	50	26	levers	lever	NOUN
american_scientific_journal-12133	50	27	for	for	ADP
american_scientific_journal-12133	50	28	reliability	reliability	NOUN
american_scientific_journal-12133	50	29	in	in	ADP
american_scientific_journal-12133	50	30	multicloud	multicloud	NOUN
american_scientific_journal-12133	50	31	iac	iac	NOUN
american_scientific_journal-12133	50	32	pipelines	pipeline	NOUN
american_scientific_journal-12133	51	1	[	[	X
american_scientific_journal-12133	51	2	4	4	NUM
american_scientific_journal-12133	51	3	;	;	PUNCT
american_scientific_journal-12133	51	4	6–8	6–8	NUM
american_scientific_journal-12133	51	5	]	]	X
american_scientific_journal-12133	51	6	.	.	PUNCT
american_scientific_journal-12133	52	1	small	small	ADJ
american_scientific_journal-12133	52	2	and	and	CCONJ
american_scientific_journal-12133	52	3	midsize	midsize	VERB
american_scientific_journal-12133	52	4	tenants	tenant	NOUN
american_scientific_journal-12133	52	5	realized	realize	VERB
american_scientific_journal-12133	52	6	cost	cost	NOUN
american_scientific_journal-12133	52	7	reductions	reduction	NOUN
american_scientific_journal-12133	52	8	near	near	ADP
american_scientific_journal-12133	52	9	15	15	NUM
american_scientific_journal-12133	52	10	%	%	NOUN
american_scientific_journal-12133	52	11	through	through	ADP
american_scientific_journal-12133	52	12	fewer	few	ADJ
american_scientific_journal-12133	52	13	failed	failed	ADJ
american_scientific_journal-12133	52	14	applies	applie	NOUN
american_scientific_journal-12133	52	15	,	,	PUNCT
american_scientific_journal-12133	52	16	less	less	ADV
american_scientific_journal-12133	52	17	idle	idle	ADJ
american_scientific_journal-12133	52	18	allocation	allocation	NOUN
american_scientific_journal-12133	52	19	,	,	PUNCT
american_scientific_journal-12133	52	20	and	and	CCONJ
american_scientific_journal-12133	52	21	routine	routine	ADJ
american_scientific_journal-12133	52	22	drift	drift	NOUN
american_scientific_journal-12133	52	23	remediation	remediation	NOUN
american_scientific_journal-12133	52	24	,	,	PUNCT
american_scientific_journal-12133	52	25	while	while	SCONJ
american_scientific_journal-12133	52	26	dynamic	dynamic	ADJ
american_scientific_journal-12133	52	27	workloads	workload	NOUN
american_scientific_journal-12133	52	28	benefited	benefit	VERB
american_scientific_journal-12133	52	29	from	from	ADP
american_scientific_journal-12133	52	30	about	about	ADP
american_scientific_journal-12133	52	31	30	30	NUM
american_scientific_journal-12133	52	32	%	%	NOUN
american_scientific_journal-12133	52	33	faster	fast	ADJ
american_scientific_journal-12133	52	34	cycle	cycle	NOUN
american_scientific_journal-12133	52	35	time	time	NOUN
american_scientific_journal-12133	52	36	due	due	ADP
american_scientific_journal-12133	52	37	to	to	ADP
american_scientific_journal-12133	52	38	pre	pre	ADJ
american_scientific_journal-12133	52	39	-	-	ADJ
american_scientific_journal-12133	52	40	validated	validated	ADJ
american_scientific_journal-12133	52	41	parameter	parameter	NOUN
american_scientific_journal-12133	52	42	sets	set	NOUN
american_scientific_journal-12133	52	43	and	and	CCONJ
american_scientific_journal-12133	52	44	pre	pre	ADJ
american_scientific_journal-12133	52	45	-	-	ADJ
american_scientific_journal-12133	52	46	baked	baked	ADJ
american_scientific_journal-12133	52	47	module	module	NOUN
american_scientific_journal-12133	52	48	compositions	composition	NOUN
american_scientific_journal-12133	52	49	that	that	PRON
american_scientific_journal-12133	52	50	traveled	travel	VERB
american_scientific_journal-12133	52	51	unchanged	unchanged	ADJ
american_scientific_journal-12133	52	52	across	across	ADP
american_scientific_journal-12133	52	53	clouds	cloud	NOUN
american_scientific_journal-12133	52	54	.	.	PUNCT
american_scientific_journal-12133	53	1	security	security	NOUN
american_scientific_journal-12133	53	2	and	and	CCONJ
american_scientific_journal-12133	53	3	compliance	compliance	NOUN
american_scientific_journal-12133	53	4	posture	posture	NOUN
american_scientific_journal-12133	53	5	improved	improve	VERB
american_scientific_journal-12133	53	6	materially	materially	ADV
american_scientific_journal-12133	53	7	once	once	SCONJ
american_scientific_journal-12133	53	8	policies	policy	NOUN
american_scientific_journal-12133	53	9	ran	run	VERB
american_scientific_journal-12133	53	10	as	as	ADP
american_scientific_journal-12133	53	11	first	first	ADJ
american_scientific_journal-12133	53	12	-	-	PUNCT
american_scientific_journal-12133	53	13	class	class	NOUN
american_scientific_journal-12133	53	14	checks	check	NOUN
american_scientific_journal-12133	53	15	in	in	ADP
american_scientific_journal-12133	53	16	the	the	DET
american_scientific_journal-12133	53	17	pipeline	pipeline	NOUN
american_scientific_journal-12133	53	18	.	.	PUNCT
american_scientific_journal-12133	54	1	american	american	ADJ
american_scientific_journal-12133	54	2	academic	academic	ADJ
american_scientific_journal-12133	54	3	scientific	scientific	ADJ
american_scientific_journal-12133	54	4	research	research	NOUN
american_scientific_journal-12133	54	5	journal	journal	NOUN
american_scientific_journal-12133	54	6	for	for	ADP
american_scientific_journal-12133	54	7	engineering	engineering	NOUN
american_scientific_journal-12133	54	8	,	,	PUNCT
american_scientific_journal-12133	54	9	technology	technology	NOUN
american_scientific_journal-12133	54	10	,	,	PUNCT
american_scientific_journal-12133	54	11	and	and	CCONJ
american_scientific_journal-12133	54	12	sciences	science	NOUN
american_scientific_journal-12133	54	13	(	(	PUNCT
american_scientific_journal-12133	54	14	asrjets	asrjet	NOUN
american_scientific_journal-12133	54	15	)	)	PUNCT
american_scientific_journal-12133	54	16	volume	volume	NOUN
american_scientific_journal-12133	54	17	103	103	NUM
american_scientific_journal-12133	54	18	,	,	PUNCT
american_scientific_journal-12133	54	19	no	no	DET
american_scientific_journal-12133	54	20	1	1	NUM
american_scientific_journal-12133	54	21	,	,	PUNCT
american_scientific_journal-12133	54	22	pp	pp	ADV
american_scientific_journal-12133	54	23	443	443	NUM
american_scientific_journal-12133	54	24	-	-	SYM
american_scientific_journal-12133	54	25	452	452	NUM
american_scientific_journal-12133	54	26	446	446	NUM
american_scientific_journal-12133	54	27	introducing	introduce	VERB
american_scientific_journal-12133	54	28	opa	opa	NOUN
american_scientific_journal-12133	54	29	/	/	SYM
american_scientific_journal-12133	54	30	rego	rego	NOUN
american_scientific_journal-12133	54	31	alongside	alongside	ADP
american_scientific_journal-12133	54	32	native	native	ADJ
american_scientific_journal-12133	54	33	terraform	terraform	NOUN
american_scientific_journal-12133	54	34	policy	policy	NOUN
american_scientific_journal-12133	54	35	checks	check	NOUN
american_scientific_journal-12133	54	36	reduced	reduce	VERB
american_scientific_journal-12133	54	37	human	human	ADJ
american_scientific_journal-12133	54	38	review	review	NOUN
american_scientific_journal-12133	54	39	load	load	NOUN
american_scientific_journal-12133	54	40	and	and	CCONJ
american_scientific_journal-12133	54	41	blocked	block	VERB
american_scientific_journal-12133	54	42	nonconformant	nonconformant	ADJ
american_scientific_journal-12133	54	43	resources	resource	NOUN
american_scientific_journal-12133	54	44	early	early	ADV
american_scientific_journal-12133	54	45	,	,	PUNCT
american_scientific_journal-12133	54	46	while	while	SCONJ
american_scientific_journal-12133	54	47	auditability	auditability	NOUN
american_scientific_journal-12133	54	48	increased	increase	VERB
american_scientific_journal-12133	54	49	thanks	thank	NOUN
american_scientific_journal-12133	54	50	to	to	ADP
american_scientific_journal-12133	54	51	deterministic	deterministic	ADJ
american_scientific_journal-12133	54	52	policy	policy	NOUN
american_scientific_journal-12133	54	53	outcomes	outcome	NOUN
american_scientific_journal-12133	54	54	recorded	record	VERB
american_scientific_journal-12133	54	55	with	with	ADP
american_scientific_journal-12133	54	56	each	each	DET
american_scientific_journal-12133	54	57	run	run	NOUN
american_scientific_journal-12133	54	58	[	[	X
american_scientific_journal-12133	54	59	4	4	NUM
american_scientific_journal-12133	54	60	]	]	PUNCT
american_scientific_journal-12133	54	61	.	.	PUNCT
american_scientific_journal-12133	55	1	mapping	map	VERB
american_scientific_journal-12133	55	2	these	these	DET
american_scientific_journal-12133	55	3	automated	automate	VERB
american_scientific_journal-12133	55	4	checks	check	NOUN
american_scientific_journal-12133	55	5	to	to	PART
american_scientific_journal-12133	55	6	control	control	VERB
american_scientific_journal-12133	55	7	families	family	NOUN
american_scientific_journal-12133	55	8	from	from	ADP
american_scientific_journal-12133	55	9	the	the	DET
american_scientific_journal-12133	55	10	latest	late	ADJ
american_scientific_journal-12133	55	11	nist	nist	NOUN
american_scientific_journal-12133	55	12	control	control	NOUN
american_scientific_journal-12133	55	13	catalog	catalog	NOUN
american_scientific_journal-12133	55	14	releases	release	NOUN
american_scientific_journal-12133	55	15	stabilized	stabilize	VERB
american_scientific_journal-12133	55	16	conformance	conformance	NOUN
american_scientific_journal-12133	55	17	reporting	reporting	NOUN
american_scientific_journal-12133	55	18	across	across	ADP
american_scientific_journal-12133	55	19	providers	provider	NOUN
american_scientific_journal-12133	55	20	and	and	CCONJ
american_scientific_journal-12133	55	21	versions	version	NOUN
american_scientific_journal-12133	55	22	,	,	PUNCT
american_scientific_journal-12133	55	23	because	because	SCONJ
american_scientific_journal-12133	55	24	identical	identical	ADJ
american_scientific_journal-12133	55	25	iac	iac	NOUN
american_scientific_journal-12133	55	26	changes	change	NOUN
american_scientific_journal-12133	55	27	triggered	trigger	VERB
american_scientific_journal-12133	55	28	the	the	DET
american_scientific_journal-12133	55	29	same	same	ADJ
american_scientific_journal-12133	55	30	labeled	label	VERB
american_scientific_journal-12133	55	31	control	control	NOUN
american_scientific_journal-12133	55	32	evidence	evidence	NOUN
american_scientific_journal-12133	55	33	in	in	ADP
american_scientific_journal-12133	55	34	every	every	DET
american_scientific_journal-12133	55	35	environment	environment	NOUN
american_scientific_journal-12133	55	36	[	[	X
american_scientific_journal-12133	55	37	5	5	NUM
american_scientific_journal-12133	55	38	]	]	PUNCT
american_scientific_journal-12133	55	39	.	.	PUNCT
american_scientific_journal-12133	56	1	routine	routine	ADJ
american_scientific_journal-12133	56	2	iac	iac	PROPN
american_scientific_journal-12133	56	3	scanning	scanning	NOUN
american_scientific_journal-12133	56	4	—	—	PUNCT
american_scientific_journal-12133	56	5	incorporating	incorporate	VERB
american_scientific_journal-12133	56	6	misconfiguration	misconfiguration	NOUN
american_scientific_journal-12133	56	7	rules	rule	NOUN
american_scientific_journal-12133	56	8	and	and	CCONJ
american_scientific_journal-12133	56	9	secrets	secret	NOUN
american_scientific_journal-12133	56	10	detection	detection	NOUN
american_scientific_journal-12133	56	11	at	at	ADP
american_scientific_journal-12133	56	12	plan	plan	NOUN
american_scientific_journal-12133	56	13	time	time	NOUN
american_scientific_journal-12133	56	14	—	—	PUNCT
american_scientific_journal-12133	56	15	systematically	systematically	ADV
american_scientific_journal-12133	56	16	prevented	prevent	VERB
american_scientific_journal-12133	56	17	classes	class	NOUN
american_scientific_journal-12133	56	18	of	of	ADP
american_scientific_journal-12133	56	19	defects	defect	NOUN
american_scientific_journal-12133	56	20	such	such	ADJ
american_scientific_journal-12133	56	21	as	as	ADP
american_scientific_journal-12133	56	22	public	public	ADJ
american_scientific_journal-12133	56	23	buckets	bucket	NOUN
american_scientific_journal-12133	56	24	,	,	PUNCT
american_scientific_journal-12133	56	25	wide	wide	ADJ
american_scientific_journal-12133	56	26	iam	iam	PROPN
american_scientific_journal-12133	56	27	trust	trust	NOUN
american_scientific_journal-12133	56	28	relationships	relationship	NOUN
american_scientific_journal-12133	56	29	,	,	PUNCT
american_scientific_journal-12133	56	30	and	and	CCONJ
american_scientific_journal-12133	56	31	unencrypted	unencrypted	ADJ
american_scientific_journal-12133	56	32	data	data	NOUN
american_scientific_journal-12133	56	33	stores	store	NOUN
american_scientific_journal-12133	56	34	before	before	ADP
american_scientific_journal-12133	56	35	deployment	deployment	NOUN
american_scientific_journal-12133	56	36	,	,	PUNCT
american_scientific_journal-12133	56	37	shrinking	shrink	VERB
american_scientific_journal-12133	56	38	the	the	DET
american_scientific_journal-12133	56	39	remediation	remediation	NOUN
american_scientific_journal-12133	56	40	window	window	NOUN
american_scientific_journal-12133	56	41	and	and	CCONJ
american_scientific_journal-12133	56	42	the	the	DET
american_scientific_journal-12133	56	43	number	number	NOUN
american_scientific_journal-12133	56	44	of	of	ADP
american_scientific_journal-12133	56	45	hotfix	hotfix	NOUN
american_scientific_journal-12133	56	46	rollbacks	rollback	NOUN
american_scientific_journal-12133	56	47	[	[	X
american_scientific_journal-12133	56	48	8	8	NUM
american_scientific_journal-12133	56	49	]	]	PUNCT
american_scientific_journal-12133	56	50	.	.	PUNCT
american_scientific_journal-12133	57	1	financial	financial	ADJ
american_scientific_journal-12133	57	2	signals	signal	NOUN
american_scientific_journal-12133	57	3	followed	follow	VERB
american_scientific_journal-12133	57	4	suit	suit	NOUN
american_scientific_journal-12133	57	5	:	:	PUNCT
american_scientific_journal-12133	57	6	repositories	repository	NOUN
american_scientific_journal-12133	57	7	that	that	PRON
american_scientific_journal-12133	57	8	surfaced	surface	VERB
american_scientific_journal-12133	57	9	cost	cost	NOUN
american_scientific_journal-12133	57	10	-	-	PUNCT
american_scientific_journal-12133	57	11	related	relate	VERB
american_scientific_journal-12133	57	12	intents	intent	NOUN
american_scientific_journal-12133	57	13	in	in	ADP
american_scientific_journal-12133	57	14	code	code	NOUN
american_scientific_journal-12133	57	15	reviews	review	NOUN
american_scientific_journal-12133	57	16	and	and	CCONJ
american_scientific_journal-12133	57	17	enforced	enforce	VERB
american_scientific_journal-12133	57	18	cost	cost	NOUN
american_scientific_journal-12133	57	19	guardrails	guardrail	NOUN
american_scientific_journal-12133	57	20	(	(	PUNCT
american_scientific_journal-12133	57	21	for	for	ADP
american_scientific_journal-12133	57	22	example	example	NOUN
american_scientific_journal-12133	57	23	,	,	PUNCT
american_scientific_journal-12133	57	24	instance	instance	NOUN
american_scientific_journal-12133	57	25	family	family	NOUN
american_scientific_journal-12133	57	26	allowlists	allowlist	NOUN
american_scientific_journal-12133	57	27	or	or	CCONJ
american_scientific_journal-12133	57	28	storage	storage	NOUN
american_scientific_journal-12133	57	29	tier	tier	NOUN
american_scientific_journal-12133	57	30	constraints	constraint	NOUN
american_scientific_journal-12133	57	31	)	)	PUNCT
american_scientific_journal-12133	57	32	showed	show	VERB
american_scientific_journal-12133	57	33	denser	dense	ADJ
american_scientific_journal-12133	57	34	reuse	reuse	NOUN
american_scientific_journal-12133	57	35	of	of	ADP
american_scientific_journal-12133	57	36	economical	economical	ADJ
american_scientific_journal-12133	57	37	patterns	pattern	NOUN
american_scientific_journal-12133	57	38	;	;	PUNCT
american_scientific_journal-12133	57	39	empirical	empirical	ADJ
american_scientific_journal-12133	57	40	mining	mining	NOUN
american_scientific_journal-12133	57	41	of	of	ADP
american_scientific_journal-12133	57	42	iac	iac	PROPN
american_scientific_journal-12133	57	43	code	code	PROPN
american_scientific_journal-12133	57	44	bases	basis	NOUN
american_scientific_journal-12133	57	45	similarly	similarly	ADV
american_scientific_journal-12133	57	46	associates	associate	VERB
american_scientific_journal-12133	57	47	developer	developer	NOUN
american_scientific_journal-12133	57	48	“	"	PUNCT
american_scientific_journal-12133	57	49	cost	cost	NOUN
american_scientific_journal-12133	57	50	awareness	awareness	NOUN
american_scientific_journal-12133	57	51	”	"	PUNCT
american_scientific_journal-12133	57	52	with	with	ADP
american_scientific_journal-12133	57	53	lower	low	ADJ
american_scientific_journal-12133	57	54	defect	defect	NOUN
american_scientific_journal-12133	57	55	and	and	CCONJ
american_scientific_journal-12133	57	56	waste	waste	NOUN
american_scientific_journal-12133	57	57	patterns	pattern	NOUN
american_scientific_journal-12133	57	58	[	[	X
american_scientific_journal-12133	57	59	2	2	NUM
american_scientific_journal-12133	57	60	]	]	PUNCT
american_scientific_journal-12133	57	61	.	.	PUNCT
american_scientific_journal-12133	58	1	cross	cross	ADJ
american_scientific_journal-12133	58	2	-	-	ADJ
american_scientific_journal-12133	58	3	provider	provider	ADJ
american_scientific_journal-12133	58	4	orchestration	orchestration	NOUN
american_scientific_journal-12133	58	5	behaved	behave	VERB
american_scientific_journal-12133	58	6	best	well	ADV
american_scientific_journal-12133	58	7	when	when	SCONJ
american_scientific_journal-12133	58	8	multi	multi	ADJ
american_scientific_journal-12133	58	9	-	-	ADJ
american_scientific_journal-12133	58	10	cloud	cloud	ADJ
american_scientific_journal-12133	58	11	abstractions	abstraction	NOUN
american_scientific_journal-12133	58	12	were	be	AUX
american_scientific_journal-12133	58	13	kept	keep	VERB
american_scientific_journal-12133	58	14	thin	thin	ADJ
american_scientific_journal-12133	58	15	.	.	PUNCT
american_scientific_journal-12133	59	1	in	in	ADP
american_scientific_journal-12133	59	2	practice	practice	NOUN
american_scientific_journal-12133	59	3	,	,	PUNCT
american_scientific_journal-12133	59	4	teams	team	NOUN
american_scientific_journal-12133	59	5	that	that	PRON
american_scientific_journal-12133	59	6	standardized	standardize	VERB
american_scientific_journal-12133	59	7	state	state	NOUN
american_scientific_journal-12133	59	8	backends	backend	NOUN
american_scientific_journal-12133	59	9	,	,	PUNCT
american_scientific_journal-12133	59	10	tagging	tagging	NOUN
american_scientific_journal-12133	59	11	,	,	PUNCT
american_scientific_journal-12133	59	12	and	and	CCONJ
american_scientific_journal-12133	59	13	naming	naming	NOUN
american_scientific_journal-12133	59	14	—	—	PUNCT
american_scientific_journal-12133	59	15	but	but	CCONJ
american_scientific_journal-12133	59	16	preserved	preserved	ADJ
american_scientific_journal-12133	59	17	provider	provider	NOUN
american_scientific_journal-12133	59	18	-	-	PUNCT
american_scientific_journal-12133	59	19	specific	specific	ADJ
american_scientific_journal-12133	59	20	modules	module	NOUN
american_scientific_journal-12133	59	21	—	—	PUNCT
american_scientific_journal-12133	59	22	reported	report	VERB
american_scientific_journal-12133	59	23	fewer	few	ADJ
american_scientific_journal-12133	59	24	cross	cross	ADJ
american_scientific_journal-12133	59	25	-	-	ADJ
american_scientific_journal-12133	59	26	cloud	cloud	ADJ
american_scientific_journal-12133	59	27	surprises	surprise	NOUN
american_scientific_journal-12133	59	28	than	than	ADP
american_scientific_journal-12133	59	29	teams	team	NOUN
american_scientific_journal-12133	59	30	that	that	PRON
american_scientific_journal-12133	59	31	attempted	attempt	VERB
american_scientific_journal-12133	59	32	deep	deep	ADJ
american_scientific_journal-12133	59	33	,	,	PUNCT
american_scientific_journal-12133	59	34	fully	fully	ADV
american_scientific_journal-12133	59	35	generic	generic	ADJ
american_scientific_journal-12133	59	36	abstraction	abstraction	NOUN
american_scientific_journal-12133	59	37	over	over	ADP
american_scientific_journal-12133	59	38	divergent	divergent	ADJ
american_scientific_journal-12133	59	39	services	service	NOUN
american_scientific_journal-12133	59	40	.	.	PUNCT
american_scientific_journal-12133	60	1	this	this	DET
american_scientific_journal-12133	60	2	observation	observation	NOUN
american_scientific_journal-12133	60	3	is	be	AUX
american_scientific_journal-12133	60	4	consistent	consistent	ADJ
american_scientific_journal-12133	60	5	with	with	ADP
american_scientific_journal-12133	60	6	systematic	systematic	ADJ
american_scientific_journal-12133	60	7	comparisons	comparison	NOUN
american_scientific_journal-12133	60	8	of	of	ADP
american_scientific_journal-12133	60	9	terraform	terraform	NOUN
american_scientific_journal-12133	60	10	and	and	CCONJ
american_scientific_journal-12133	60	11	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	60	12	that	that	PRON
american_scientific_journal-12133	60	13	locate	locate	VERB
american_scientific_journal-12133	60	14	terraform	terraform	NOUN
american_scientific_journal-12133	60	15	’s	’s	PART
american_scientific_journal-12133	60	16	advantage	advantage	NOUN
american_scientific_journal-12133	60	17	in	in	ADP
american_scientific_journal-12133	60	18	provider	provider	NOUN
american_scientific_journal-12133	60	19	breadth	breadth	NOUN
american_scientific_journal-12133	60	20	and	and	CCONJ
american_scientific_journal-12133	60	21	composability	composability	NOUN
american_scientific_journal-12133	60	22	,	,	PUNCT
american_scientific_journal-12133	60	23	with	with	ADP
american_scientific_journal-12133	60	24	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	60	25	reserved	reserve	VERB
american_scientific_journal-12133	60	26	for	for	ADP
american_scientific_journal-12133	60	27	aws	aws	NOUN
american_scientific_journal-12133	60	28	-	-	PUNCT
american_scientific_journal-12133	60	29	tight	tight	ADJ
american_scientific_journal-12133	60	30	stacks	stack	NOUN
american_scientific_journal-12133	60	31	requiring	require	VERB
american_scientific_journal-12133	60	32	service	service	NOUN
american_scientific_journal-12133	60	33	-	-	PUNCT
american_scientific_journal-12133	60	34	native	native	ADJ
american_scientific_journal-12133	60	35	coverage	coverage	NOUN
american_scientific_journal-12133	60	36	and	and	CCONJ
american_scientific_journal-12133	60	37	rapid	rapid	ADJ
american_scientific_journal-12133	60	38	parity	parity	NOUN
american_scientific_journal-12133	60	39	on	on	ADP
american_scientific_journal-12133	60	40	new	new	ADJ
american_scientific_journal-12133	60	41	aws	aws	NOUN
american_scientific_journal-12133	60	42	features	feature	VERB
american_scientific_journal-12133	60	43	[	[	X
american_scientific_journal-12133	60	44	3	3	NUM
american_scientific_journal-12133	60	45	;	;	PUNCT
american_scientific_journal-12133	60	46	9	9	NUM
american_scientific_journal-12133	60	47	]	]	PUNCT
american_scientific_journal-12133	60	48	.	.	PUNCT
american_scientific_journal-12133	61	1	across	across	ADP
american_scientific_journal-12133	61	2	both	both	DET
american_scientific_journal-12133	61	3	toolchains	toolchain	NOUN
american_scientific_journal-12133	61	4	,	,	PUNCT
american_scientific_journal-12133	61	5	adoption	adoption	NOUN
american_scientific_journal-12133	61	6	of	of	ADP
american_scientific_journal-12133	61	7	gitopsstyle	gitopsstyle	NOUN
american_scientific_journal-12133	61	8	flows	flow	NOUN
american_scientific_journal-12133	61	9	—	—	PUNCT
american_scientific_journal-12133	61	10	immutable	immutable	ADJ
american_scientific_journal-12133	61	11	module	module	NOUN
american_scientific_journal-12133	61	12	releases	release	NOUN
american_scientific_journal-12133	61	13	,	,	PUNCT
american_scientific_journal-12133	61	14	branch	branch	NOUN
american_scientific_journal-12133	61	15	-	-	PUNCT
american_scientific_journal-12133	61	16	level	level	NOUN
american_scientific_journal-12133	61	17	policy	policy	NOUN
american_scientific_journal-12133	61	18	sets	set	NOUN
american_scientific_journal-12133	61	19	,	,	PUNCT
american_scientific_journal-12133	61	20	and	and	CCONJ
american_scientific_journal-12133	61	21	pr	pr	NOUN
american_scientific_journal-12133	61	22	-	-	PUNCT
american_scientific_journal-12133	61	23	gated	gate	VERB
american_scientific_journal-12133	61	24	plan	plan	NOUN
american_scientific_journal-12133	61	25	visualizations	visualization	NOUN
american_scientific_journal-12133	61	26	—	—	PUNCT
american_scientific_journal-12133	61	27	reduced	reduce	VERB
american_scientific_journal-12133	61	28	rework	rework	NOUN
american_scientific_journal-12133	61	29	in	in	ADP
american_scientific_journal-12133	61	30	change	change	NOUN
american_scientific_journal-12133	61	31	windows	window	NOUN
american_scientific_journal-12133	61	32	and	and	CCONJ
american_scientific_journal-12133	61	33	allowed	allow	VERB
american_scientific_journal-12133	61	34	staged	stage	VERB
american_scientific_journal-12133	61	35	cutovers	cutover	NOUN
american_scientific_journal-12133	61	36	with	with	ADP
american_scientific_journal-12133	61	37	deterministic	deterministic	ADJ
american_scientific_journal-12133	61	38	rollback	rollback	NOUN
american_scientific_journal-12133	61	39	[	[	X
american_scientific_journal-12133	61	40	6	6	NUM
american_scientific_journal-12133	61	41	;	;	PUNCT
american_scientific_journal-12133	61	42	7	7	NUM
american_scientific_journal-12133	61	43	]	]	PUNCT
american_scientific_journal-12133	61	44	.	.	PUNCT
american_scientific_journal-12133	62	1	generative	generative	ADJ
american_scientific_journal-12133	62	2	-	-	PUNCT
american_scientific_journal-12133	62	3	ai	ai	NOUN
american_scientific_journal-12133	62	4	supports	support	NOUN
american_scientific_journal-12133	62	5	accelerated	accelerate	VERB
american_scientific_journal-12133	62	6	ideation	ideation	NOUN
american_scientific_journal-12133	62	7	and	and	CCONJ
american_scientific_journal-12133	62	8	templating	templating	NOUN
american_scientific_journal-12133	62	9	but	but	CCONJ
american_scientific_journal-12133	62	10	requires	require	VERB
american_scientific_journal-12133	62	11	guardrails	guardrail	NOUN
american_scientific_journal-12133	62	12	to	to	PART
american_scientific_journal-12133	62	13	achieve	achieve	VERB
american_scientific_journal-12133	62	14	production	production	NOUN
american_scientific_journal-12133	62	15	-	-	PUNCT
american_scientific_journal-12133	62	16	grade	grade	NOUN
american_scientific_journal-12133	62	17	outcomes	outcome	NOUN
american_scientific_journal-12133	62	18	.	.	PUNCT
american_scientific_journal-12133	63	1	when	when	SCONJ
american_scientific_journal-12133	63	2	natural	natural	ADJ
american_scientific_journal-12133	63	3	-	-	PUNCT
american_scientific_journal-12133	63	4	language	language	NOUN
american_scientific_journal-12133	63	5	prompts	prompt	NOUN
american_scientific_journal-12133	63	6	produced	produce	VERB
american_scientific_journal-12133	63	7	first	first	ADJ
american_scientific_journal-12133	63	8	-	-	PUNCT
american_scientific_journal-12133	63	9	pass	pass	VERB
american_scientific_journal-12133	63	10	terraform	terraform	NOUN
american_scientific_journal-12133	63	11	or	or	CCONJ
american_scientific_journal-12133	63	12	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	63	13	snippets	snippet	NOUN
american_scientific_journal-12133	63	14	,	,	PUNCT
american_scientific_journal-12133	63	15	reviewers	reviewer	NOUN
american_scientific_journal-12133	63	16	gained	gain	VERB
american_scientific_journal-12133	63	17	a	a	DET
american_scientific_journal-12133	63	18	faster	fast	ADV
american_scientific_journal-12133	63	19	starting	starting	NOUN
american_scientific_journal-12133	63	20	point	point	NOUN
american_scientific_journal-12133	63	21	for	for	ADP
american_scientific_journal-12133	63	22	module	module	NOUN
american_scientific_journal-12133	63	23	skeletons	skeleton	NOUN
american_scientific_journal-12133	63	24	and	and	CCONJ
american_scientific_journal-12133	63	25	variable	variable	ADJ
american_scientific_journal-12133	63	26	maps	map	NOUN
american_scientific_journal-12133	63	27	;	;	PUNCT
american_scientific_journal-12133	63	28	yet	yet	CCONJ
american_scientific_journal-12133	63	29	naive	naive	ADJ
american_scientific_journal-12133	63	30	prompt	prompt	ADJ
american_scientific_journal-12133	63	31	-	-	PUNCT
american_scientific_journal-12133	63	32	only	only	ADV
american_scientific_journal-12133	63	33	generation	generation	NOUN
american_scientific_journal-12133	63	34	missed	miss	VERB
american_scientific_journal-12133	63	35	environmental	environmental	ADJ
american_scientific_journal-12133	63	36	constraints	constraint	NOUN
american_scientific_journal-12133	63	37	such	such	ADJ
american_scientific_journal-12133	63	38	as	as	ADP
american_scientific_journal-12133	63	39	pre	pre	ADJ
american_scientific_journal-12133	63	40	-	-	ADJ
american_scientific_journal-12133	63	41	existing	existing	ADJ
american_scientific_journal-12133	63	42	cidr	cidr	NOUN
american_scientific_journal-12133	63	43	allocations	allocation	NOUN
american_scientific_journal-12133	63	44	,	,	PUNCT
american_scientific_journal-12133	63	45	provider	provider	NOUN
american_scientific_journal-12133	63	46	version	version	NOUN
american_scientific_journal-12133	63	47	pinning	pinning	NOUN
american_scientific_journal-12133	63	48	,	,	PUNCT
american_scientific_journal-12133	63	49	or	or	CCONJ
american_scientific_journal-12133	63	50	organizationspecific	organizationspecific	ADJ
american_scientific_journal-12133	63	51	policy	policy	NOUN
american_scientific_journal-12133	63	52	baselines	baseline	NOUN
american_scientific_journal-12133	63	53	.	.	PUNCT
american_scientific_journal-12133	64	1	benchmarking	benchmarke	VERB
american_scientific_journal-12133	64	2	that	that	PRON
american_scientific_journal-12133	64	3	evaluates	evaluate	VERB
american_scientific_journal-12133	64	4	llms	llm	NOUN
american_scientific_journal-12133	64	5	on	on	ADP
american_scientific_journal-12133	64	6	real	real	ADJ
american_scientific_journal-12133	64	7	iac	iac	NOUN
american_scientific_journal-12133	64	8	tasks	task	NOUN
american_scientific_journal-12133	64	9	confirms	confirm	VERB
american_scientific_journal-12133	64	10	the	the	DET
american_scientific_journal-12133	64	11	current	current	ADJ
american_scientific_journal-12133	64	12	gap	gap	NOUN
american_scientific_journal-12133	64	13	between	between	ADP
american_scientific_journal-12133	64	14	syntactic	syntactic	ADJ
american_scientific_journal-12133	64	15	validity	validity	NOUN
american_scientific_journal-12133	64	16	and	and	CCONJ
american_scientific_journal-12133	64	17	semantically	semantically	ADV
american_scientific_journal-12133	64	18	correct	correct	ADJ
american_scientific_journal-12133	64	19	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	64	20	changes	change	NOUN
american_scientific_journal-12133	64	21	,	,	PUNCT
american_scientific_journal-12133	64	22	with	with	SCONJ
american_scientific_journal-12133	64	23	pass@1	pass@1	NOUN
american_scientific_journal-12133	64	24	still	still	ADV
american_scientific_journal-12133	64	25	modest	modest	ADJ
american_scientific_journal-12133	64	26	on	on	ADP
american_scientific_journal-12133	64	27	realistic	realistic	ADJ
american_scientific_journal-12133	64	28	terraform	terraform	NOUN
american_scientific_journal-12133	64	29	scenarios	scenario	NOUN
american_scientific_journal-12133	64	30	and	and	CCONJ
american_scientific_journal-12133	64	31	mutation	mutation	NOUN
american_scientific_journal-12133	64	32	tasks	task	NOUN
american_scientific_journal-12133	64	33	across	across	ADP
american_scientific_journal-12133	64	34	formats	format	NOUN
american_scientific_journal-12133	64	35	[	[	X
american_scientific_journal-12133	64	36	1	1	NUM
american_scientific_journal-12133	64	37	]	]	PUNCT
american_scientific_journal-12133	64	38	.	.	PUNCT
american_scientific_journal-12133	65	1	agentic	agentic	ADJ
american_scientific_journal-12133	65	2	orchestration	orchestration	NOUN
american_scientific_journal-12133	65	3	that	that	PRON
american_scientific_journal-12133	65	4	reads	read	VERB
american_scientific_journal-12133	65	5	state	state	NOUN
american_scientific_journal-12133	65	6	,	,	PUNCT
american_scientific_journal-12133	65	7	consults	consult	VERB
american_scientific_journal-12133	65	8	policy	policy	NOUN
american_scientific_journal-12133	65	9	,	,	PUNCT
american_scientific_journal-12133	65	10	and	and	CCONJ
american_scientific_journal-12133	65	11	iterates	iterate	VERB
american_scientific_journal-12133	65	12	under	under	ADP
american_scientific_journal-12133	65	13	ci	ci	NOUN
american_scientific_journal-12133	65	14	control	control	NOUN
american_scientific_journal-12133	65	15	mitigates	mitigate	VERB
american_scientific_journal-12133	65	16	these	these	DET
american_scientific_journal-12133	65	17	gaps	gap	NOUN
american_scientific_journal-12133	65	18	and	and	CCONJ
american_scientific_journal-12133	65	19	restores	restore	VERB
american_scientific_journal-12133	65	20	operational	operational	ADJ
american_scientific_journal-12133	65	21	trust	trust	NOUN
american_scientific_journal-12133	65	22	by	by	ADP
american_scientific_journal-12133	65	23	embedding	embed	VERB
american_scientific_journal-12133	65	24	environment	environment	NOUN
american_scientific_journal-12133	65	25	knowledge	knowledge	NOUN
american_scientific_journal-12133	65	26	into	into	ADP
american_scientific_journal-12133	65	27	the	the	DET
american_scientific_journal-12133	65	28	generation	generation	NOUN
american_scientific_journal-12133	65	29	loop	loop	NOUN
american_scientific_journal-12133	65	30	—	—	PUNCT
american_scientific_journal-12133	65	31	an	an	DET
american_scientific_journal-12133	65	32	approach	approach	NOUN
american_scientific_journal-12133	65	33	echoed	echo	VERB
american_scientific_journal-12133	65	34	in	in	ADP
american_scientific_journal-12133	65	35	current	current	ADJ
american_scientific_journal-12133	65	36	practice	practice	NOUN
american_scientific_journal-12133	65	37	-	-	PUNCT
american_scientific_journal-12133	65	38	focused	focus	VERB
american_scientific_journal-12133	65	39	guidance	guidance	NOUN
american_scientific_journal-12133	65	40	where	where	SCONJ
american_scientific_journal-12133	65	41	ai	ai	NOUN
american_scientific_journal-12133	65	42	participates	participate	VERB
american_scientific_journal-12133	65	43	as	as	ADP
american_scientific_journal-12133	65	44	a	a	DET
american_scientific_journal-12133	65	45	contextaware	contextaware	NOUN
american_scientific_journal-12133	65	46	assistant	assistant	NOUN
american_scientific_journal-12133	65	47	inside	inside	ADP
american_scientific_journal-12133	65	48	iac	iac	PROPN
american_scientific_journal-12133	65	49	workflows	workflow	VERB
american_scientific_journal-12133	65	50	rather	rather	ADV
american_scientific_journal-12133	65	51	than	than	ADP
american_scientific_journal-12133	65	52	a	a	DET
american_scientific_journal-12133	65	53	standalone	standalone	ADJ
american_scientific_journal-12133	65	54	code	code	NOUN
american_scientific_journal-12133	65	55	emitter	emitter	NOUN
american_scientific_journal-12133	66	1	[	[	X
american_scientific_journal-12133	66	2	6	6	NUM
american_scientific_journal-12133	66	3	;	;	PUNCT
american_scientific_journal-12133	66	4	7	7	NUM
american_scientific_journal-12133	66	5	]	]	PUNCT
american_scientific_journal-12133	66	6	.	.	PUNCT
american_scientific_journal-12133	67	1	figure	figure	NOUN
american_scientific_journal-12133	67	2	1	1	NUM
american_scientific_journal-12133	67	3	visualizes	visualize	VERB
american_scientific_journal-12133	67	4	the	the	DET
american_scientific_journal-12133	67	5	mutation	mutation	NOUN
american_scientific_journal-12133	67	6	triplet	triplet	NOUN
american_scientific_journal-12133	67	7	pipeline	pipeline	NOUN
american_scientific_journal-12133	67	8	that	that	PRON
american_scientific_journal-12133	67	9	underpins	underpin	VERB
american_scientific_journal-12133	67	10	controlled	control	VERB
american_scientific_journal-12133	67	11	nl→iac→validated	nl→iac→validated	ADJ
american_scientific_journal-12133	67	12	-	-	PUNCT
american_scientific_journal-12133	67	13	iac	iac	NOUN
american_scientific_journal-12133	67	14	loops	loop	NOUN
american_scientific_journal-12133	67	15	and	and	CCONJ
american_scientific_journal-12133	67	16	was	be	AUX
american_scientific_journal-12133	67	17	used	use	VERB
american_scientific_journal-12133	67	18	to	to	PART
american_scientific_journal-12133	67	19	evaluate	evaluate	VERB
american_scientific_journal-12133	67	20	and	and	CCONJ
american_scientific_journal-12133	67	21	strengthen	strengthen	VERB
american_scientific_journal-12133	67	22	such	such	ADJ
american_scientific_journal-12133	67	23	ai	ai	NOUN
american_scientific_journal-12133	67	24	-	-	PUNCT
american_scientific_journal-12133	67	25	assisted	assist	VERB
american_scientific_journal-12133	67	26	flows	flow	NOUN
american_scientific_journal-12133	67	27	.	.	PUNCT
american_scientific_journal-12133	68	1	american	american	ADJ
american_scientific_journal-12133	68	2	academic	academic	ADJ
american_scientific_journal-12133	68	3	scientific	scientific	ADJ
american_scientific_journal-12133	68	4	research	research	NOUN
american_scientific_journal-12133	68	5	journal	journal	NOUN
american_scientific_journal-12133	68	6	for	for	ADP
american_scientific_journal-12133	68	7	engineering	engineering	NOUN
american_scientific_journal-12133	68	8	,	,	PUNCT
american_scientific_journal-12133	68	9	technology	technology	NOUN
american_scientific_journal-12133	68	10	,	,	PUNCT
american_scientific_journal-12133	68	11	and	and	CCONJ
american_scientific_journal-12133	68	12	sciences	science	NOUN
american_scientific_journal-12133	68	13	(	(	PUNCT
american_scientific_journal-12133	68	14	asrjets	asrjet	NOUN
american_scientific_journal-12133	68	15	)	)	PUNCT
american_scientific_journal-12133	68	16	volume	volume	NOUN
american_scientific_journal-12133	68	17	103	103	NUM
american_scientific_journal-12133	68	18	,	,	PUNCT
american_scientific_journal-12133	68	19	no	no	DET
american_scientific_journal-12133	68	20	1	1	NUM
american_scientific_journal-12133	68	21	,	,	PUNCT
american_scientific_journal-12133	68	22	pp	pp	ADV
american_scientific_journal-12133	68	23	443	443	NUM
american_scientific_journal-12133	68	24	-	-	SYM
american_scientific_journal-12133	68	25	452	452	NUM
american_scientific_journal-12133	68	26	447	447	NUM
american_scientific_journal-12133	68	27	figure	figure	NOUN
american_scientific_journal-12133	68	28	1	1	NUM
american_scientific_journal-12133	68	29	:	:	PUNCT
american_scientific_journal-12133	68	30	flow	flow	VERB
american_scientific_journal-12133	68	31	chart	chart	NOUN
american_scientific_journal-12133	68	32	of	of	ADP
american_scientific_journal-12133	68	33	the	the	DET
american_scientific_journal-12133	68	34	synthetic	synthetic	ADJ
american_scientific_journal-12133	68	35	iac	iac	NOUN
american_scientific_journal-12133	68	36	mutation	mutation	NOUN
american_scientific_journal-12133	68	37	triplet	triplet	NOUN
american_scientific_journal-12133	68	38	generation	generation	NOUN
american_scientific_journal-12133	68	39	pipeline	pipeline	NOUN
american_scientific_journal-12133	68	40	[	[	X
american_scientific_journal-12133	68	41	1	1	NUM
american_scientific_journal-12133	68	42	]	]	PUNCT
american_scientific_journal-12133	68	43	failure	failure	NOUN
american_scientific_journal-12133	68	44	taxonomies	taxonomy	NOUN
american_scientific_journal-12133	68	45	in	in	ADP
american_scientific_journal-12133	68	46	the	the	DET
american_scientific_journal-12133	68	47	pipeline	pipeline	NOUN
american_scientific_journal-12133	68	48	were	be	AUX
american_scientific_journal-12133	68	49	dominated	dominate	VERB
american_scientific_journal-12133	68	50	by	by	ADP
american_scientific_journal-12133	68	51	four	four	NUM
american_scientific_journal-12133	68	52	categories	category	NOUN
american_scientific_journal-12133	68	53	:	:	PUNCT
american_scientific_journal-12133	68	54	state	state	NOUN
american_scientific_journal-12133	68	55	conflicts	conflict	NOUN
american_scientific_journal-12133	68	56	(	(	PUNCT
american_scientific_journal-12133	68	57	resources	resource	NOUN
american_scientific_journal-12133	68	58	pre	pre	ADJ
american_scientific_journal-12133	68	59	-	-	ADJ
american_scientific_journal-12133	68	60	existing	exist	VERB
american_scientific_journal-12133	68	61	outside	outside	ADJ
american_scientific_journal-12133	68	62	declared	declare	VERB
american_scientific_journal-12133	68	63	ownership	ownership	NOUN
american_scientific_journal-12133	68	64	)	)	PUNCT
american_scientific_journal-12133	68	65	,	,	PUNCT
american_scientific_journal-12133	68	66	drift	drift	NOUN
american_scientific_journal-12133	68	67	accumulation	accumulation	NOUN
american_scientific_journal-12133	68	68	(	(	PUNCT
american_scientific_journal-12133	68	69	manual	manual	ADJ
american_scientific_journal-12133	68	70	changes	change	NOUN
american_scientific_journal-12133	68	71	unreflected	unreflecte	VERB
american_scientific_journal-12133	68	72	in	in	ADP
american_scientific_journal-12133	68	73	code	code	NOUN
american_scientific_journal-12133	68	74	)	)	PUNCT
american_scientific_journal-12133	68	75	,	,	PUNCT
american_scientific_journal-12133	68	76	policy	policy	NOUN
american_scientific_journal-12133	68	77	violations	violation	NOUN
american_scientific_journal-12133	68	78	(	(	PUNCT
american_scientific_journal-12133	68	79	unencrypted	unencrypted	ADJ
american_scientific_journal-12133	68	80	storage	storage	NOUN
american_scientific_journal-12133	68	81	,	,	PUNCT
american_scientific_journal-12133	68	82	public	public	ADJ
american_scientific_journal-12133	68	83	endpoints	endpoint	NOUN
american_scientific_journal-12133	68	84	)	)	PUNCT
american_scientific_journal-12133	68	85	,	,	PUNCT
american_scientific_journal-12133	68	86	and	and	CCONJ
american_scientific_journal-12133	68	87	region	region	NOUN
american_scientific_journal-12133	68	88	/	/	SYM
american_scientific_journal-12133	68	89	tier	tier	NOUN
american_scientific_journal-12133	68	90	mismatches	mismatch	NOUN
american_scientific_journal-12133	68	91	(	(	PUNCT
american_scientific_journal-12133	68	92	hard	hard	ADV
american_scientific_journal-12133	68	93	-	-	PUNCT
american_scientific_journal-12133	68	94	coded	code	VERB
american_scientific_journal-12133	68	95	amis	amis	NOUN
american_scientific_journal-12133	68	96	or	or	CCONJ
american_scientific_journal-12133	68	97	skus	sku	NOUN
american_scientific_journal-12133	68	98	)	)	PUNCT
american_scientific_journal-12133	68	99	.	.	PUNCT
american_scientific_journal-12133	69	1	enabling	enable	VERB
american_scientific_journal-12133	69	2	consistent	consistent	ADJ
american_scientific_journal-12133	69	3	terraform	terraform	NOUN
american_scientific_journal-12133	69	4	state	state	NOUN
american_scientific_journal-12133	69	5	backends	backend	NOUN
american_scientific_journal-12133	69	6	across	across	ADP
american_scientific_journal-12133	69	7	clouds	cloud	NOUN
american_scientific_journal-12133	69	8	and	and	CCONJ
american_scientific_journal-12133	69	9	enforcing	enforce	VERB
american_scientific_journal-12133	69	10	import	import	NOUN
american_scientific_journal-12133	69	11	-	-	PUNCT
american_scientific_journal-12133	69	12	then	then	ADV
american_scientific_journal-12133	69	13	-	-	PUNCT
american_scientific_journal-12133	69	14	codify	codify	VERB
american_scientific_journal-12133	69	15	workflows	workflow	NOUN
american_scientific_journal-12133	69	16	reduced	reduce	VERB
american_scientific_journal-12133	69	17	state	state	NOUN
american_scientific_journal-12133	69	18	conflicts	conflict	NOUN
american_scientific_journal-12133	69	19	;	;	PUNCT
american_scientific_journal-12133	69	20	scheduled	schedule	VERB
american_scientific_journal-12133	69	21	drift	drift	NOUN
american_scientific_journal-12133	69	22	scans	scan	NOUN
american_scientific_journal-12133	69	23	plus	plus	CCONJ
american_scientific_journal-12133	69	24	auto	auto	NOUN
american_scientific_journal-12133	69	25	-	-	PUNCT
american_scientific_journal-12133	69	26	generated	generate	VERB
american_scientific_journal-12133	69	27	remediation	remediation	NOUN
american_scientific_journal-12133	69	28	diffs	diff	VERB
american_scientific_journal-12133	69	29	lowered	lower	VERB
american_scientific_journal-12133	69	30	drift	drift	NOUN
american_scientific_journal-12133	69	31	half	half	ADJ
american_scientific_journal-12133	69	32	-	-	PUNCT
american_scientific_journal-12133	69	33	life	life	NOUN
american_scientific_journal-12133	69	34	;	;	PUNCT
american_scientific_journal-12133	69	35	and	and	CCONJ
american_scientific_journal-12133	69	36	policy	policy	NOUN
american_scientific_journal-12133	69	37	sets	set	NOUN
american_scientific_journal-12133	69	38	enforced	enforce	VERB
american_scientific_journal-12133	69	39	at	at	ADP
american_scientific_journal-12133	69	40	the	the	DET
american_scientific_journal-12133	69	41	workspace	workspace	NOUN
american_scientific_journal-12133	69	42	level	level	NOUN
american_scientific_journal-12133	69	43	eliminated	eliminate	VERB
american_scientific_journal-12133	69	44	entire	entire	ADJ
american_scientific_journal-12133	69	45	classes	class	NOUN
american_scientific_journal-12133	69	46	of	of	ADP
american_scientific_journal-12133	69	47	misconfigurations	misconfiguration	NOUN
american_scientific_journal-12133	69	48	before	before	ADP
american_scientific_journal-12133	69	49	plan	plan	NOUN
american_scientific_journal-12133	69	50	approval	approval	NOUN
american_scientific_journal-12133	70	1	[	[	X
american_scientific_journal-12133	70	2	4	4	NUM
american_scientific_journal-12133	70	3	;	;	PUNCT
american_scientific_journal-12133	70	4	8	8	NUM
american_scientific_journal-12133	70	5	]	]	PUNCT
american_scientific_journal-12133	70	6	.	.	PUNCT
american_scientific_journal-12133	71	1	templated	template	VERB
american_scientific_journal-12133	71	2	data	datum	NOUN
american_scientific_journal-12133	71	3	source	source	NOUN
american_scientific_journal-12133	71	4	usage	usage	NOUN
american_scientific_journal-12133	71	5	and	and	CCONJ
american_scientific_journal-12133	71	6	variable	variable	ADJ
american_scientific_journal-12133	71	7	files	file	NOUN
american_scientific_journal-12133	71	8	per	per	ADP
american_scientific_journal-12133	71	9	region	region	NOUN
american_scientific_journal-12133	71	10	removed	remove	VERB
american_scientific_journal-12133	71	11	most	most	ADJ
american_scientific_journal-12133	71	12	region	region	NOUN
american_scientific_journal-12133	71	13	-	-	PUNCT
american_scientific_journal-12133	71	14	specific	specific	ADJ
american_scientific_journal-12133	71	15	failures	failure	NOUN
american_scientific_journal-12133	71	16	.	.	PUNCT
american_scientific_journal-12133	72	1	these	these	DET
american_scientific_journal-12133	72	2	concrete	concrete	ADJ
american_scientific_journal-12133	72	3	mitigations	mitigation	NOUN
american_scientific_journal-12133	72	4	mirror	mirror	VERB
american_scientific_journal-12133	72	5	best	good	ADJ
american_scientific_journal-12133	72	6	-	-	PUNCT
american_scientific_journal-12133	72	7	practice	practice	NOUN
american_scientific_journal-12133	72	8	patterns	pattern	NOUN
american_scientific_journal-12133	72	9	for	for	ADP
american_scientific_journal-12133	72	10	iac	iac	NOUN
american_scientific_journal-12133	72	11	at	at	ADP
american_scientific_journal-12133	72	12	scale	scale	NOUN
american_scientific_journal-12133	72	13	reported	report	VERB
american_scientific_journal-12133	72	14	in	in	ADP
american_scientific_journal-12133	72	15	multi	multi	ADJ
american_scientific_journal-12133	72	16	-	-	ADJ
american_scientific_journal-12133	72	17	cloud	cloud	ADJ
american_scientific_journal-12133	72	18	guidance	guidance	NOUN
american_scientific_journal-12133	72	19	and	and	CCONJ
american_scientific_journal-12133	72	20	tooling	tooling	NOUN
american_scientific_journal-12133	72	21	documentation	documentation	NOUN
american_scientific_journal-12133	72	22	[	[	X
american_scientific_journal-12133	72	23	6	6	NUM
american_scientific_journal-12133	72	24	;	;	PUNCT
american_scientific_journal-12133	72	25	7	7	NUM
american_scientific_journal-12133	72	26	;	;	PUNCT
american_scientific_journal-12133	72	27	9	9	NUM
american_scientific_journal-12133	72	28	]	]	PUNCT
american_scientific_journal-12133	72	29	.	.	PUNCT
american_scientific_journal-12133	73	1	economic	economic	ADJ
american_scientific_journal-12133	73	2	effects	effect	NOUN
american_scientific_journal-12133	73	3	attached	attach	VERB
american_scientific_journal-12133	73	4	to	to	ADP
american_scientific_journal-12133	73	5	the	the	DET
american_scientific_journal-12133	73	6	above	above	ADJ
american_scientific_journal-12133	73	7	technical	technical	ADJ
american_scientific_journal-12133	73	8	controls	control	NOUN
american_scientific_journal-12133	73	9	.	.	PUNCT
american_scientific_journal-12133	74	1	first	first	ADV
american_scientific_journal-12133	74	2	,	,	PUNCT
american_scientific_journal-12133	74	3	pre	pre	ADJ
american_scientific_journal-12133	74	4	-	-	ADJ
american_scientific_journal-12133	74	5	merge	merge	ADJ
american_scientific_journal-12133	74	6	policy	policy	NOUN
american_scientific_journal-12133	74	7	and	and	CCONJ
american_scientific_journal-12133	74	8	static	static	ADJ
american_scientific_journal-12133	74	9	checks	check	NOUN
american_scientific_journal-12133	74	10	shortened	shorten	VERB
american_scientific_journal-12133	74	11	feedback	feedback	NOUN
american_scientific_journal-12133	74	12	cycles	cycle	NOUN
american_scientific_journal-12133	74	13	and	and	CCONJ
american_scientific_journal-12133	74	14	limited	limited	ADJ
american_scientific_journal-12133	74	15	expensive	expensive	ADJ
american_scientific_journal-12133	74	16	test	test	NOUN
american_scientific_journal-12133	74	17	-	-	PUNCT
american_scientific_journal-12133	74	18	environment	environment	NOUN
american_scientific_journal-12133	74	19	rebuilds	rebuild	VERB
american_scientific_journal-12133	74	20	.	.	PUNCT
american_scientific_journal-12133	75	1	second	second	ADJ
american_scientific_journal-12133	75	2	,	,	PUNCT
american_scientific_journal-12133	75	3	module	module	NOUN
american_scientific_journal-12133	75	4	registries	registry	NOUN
american_scientific_journal-12133	75	5	with	with	ADP
american_scientific_journal-12133	75	6	vetted	vet	VERB
american_scientific_journal-12133	75	7	cost	cost	NOUN
american_scientific_journal-12133	75	8	profiles	profile	NOUN
american_scientific_journal-12133	75	9	promoted	promote	VERB
american_scientific_journal-12133	75	10	cheaper	cheap	ADJ
american_scientific_journal-12133	75	11	defaults	default	NOUN
american_scientific_journal-12133	75	12	(	(	PUNCT
american_scientific_journal-12133	75	13	e.g.	e.g.	ADV
american_scientific_journal-12133	75	14	,	,	PUNCT
american_scientific_journal-12133	75	15	storage	storage	NOUN
american_scientific_journal-12133	75	16	lifecycle	lifecycle	NOUN
american_scientific_journal-12133	75	17	rules	rule	NOUN
american_scientific_journal-12133	75	18	,	,	PUNCT
american_scientific_journal-12133	75	19	right	right	ADJ
american_scientific_journal-12133	75	20	-	-	PUNCT
american_scientific_journal-12133	75	21	sized	sized	ADJ
american_scientific_journal-12133	75	22	instance	instance	NOUN
american_scientific_journal-12133	75	23	classes	class	NOUN
american_scientific_journal-12133	75	24	)	)	PUNCT
american_scientific_journal-12133	75	25	across	across	ADP
american_scientific_journal-12133	75	26	teams	team	NOUN
american_scientific_journal-12133	75	27	;	;	PUNCT
american_scientific_journal-12133	75	28	empirical	empirical	ADJ
american_scientific_journal-12133	75	29	repository	repository	NOUN
american_scientific_journal-12133	75	30	mining	mining	NOUN
american_scientific_journal-12133	75	31	shows	show	VERB
american_scientific_journal-12133	75	32	that	that	SCONJ
american_scientific_journal-12133	75	33	cost	cost	NOUN
american_scientific_journal-12133	75	34	-	-	PUNCT
american_scientific_journal-12133	75	35	aware	aware	ADJ
american_scientific_journal-12133	75	36	idioms	idiom	NOUN
american_scientific_journal-12133	75	37	in	in	ADP
american_scientific_journal-12133	75	38	iac	iac	PROPN
american_scientific_journal-12133	75	39	evolve	evolve	VERB
american_scientific_journal-12133	75	40	and	and	CCONJ
american_scientific_journal-12133	75	41	diffuse	diffuse	VERB
american_scientific_journal-12133	75	42	through	through	ADP
american_scientific_journal-12133	75	43	code	code	NOUN
american_scientific_journal-12133	75	44	review	review	NOUN
american_scientific_journal-12133	75	45	and	and	CCONJ
american_scientific_journal-12133	75	46	templating	templating	NOUN
american_scientific_journal-12133	75	47	,	,	PUNCT
american_scientific_journal-12133	75	48	reinforcing	reinforce	VERB
american_scientific_journal-12133	75	49	finops	finop	NOUN
american_scientific_journal-12133	75	50	goals	goal	NOUN
american_scientific_journal-12133	75	51	without	without	ADP
american_scientific_journal-12133	75	52	manual	manual	ADJ
american_scientific_journal-12133	75	53	gates	gate	NOUN
american_scientific_journal-12133	75	54	[	[	X
american_scientific_journal-12133	75	55	2	2	NUM
american_scientific_journal-12133	75	56	]	]	PUNCT
american_scientific_journal-12133	75	57	.	.	PUNCT
american_scientific_journal-12133	76	1	third	third	ADJ
american_scientific_journal-12133	76	2	,	,	PUNCT
american_scientific_journal-12133	76	3	separating	separate	VERB
american_scientific_journal-12133	76	4	common	common	ADJ
american_scientific_journal-12133	76	5	cross	cross	ADJ
american_scientific_journal-12133	76	6	-	-	ADJ
american_scientific_journal-12133	76	7	cloud	cloud	ADJ
american_scientific_journal-12133	76	8	scaffolding	scaffolding	NOUN
american_scientific_journal-12133	76	9	from	from	ADP
american_scientific_journal-12133	76	10	cloud	cloud	ADJ
american_scientific_journal-12133	76	11	-	-	PUNCT
american_scientific_journal-12133	76	12	specific	specific	ADJ
american_scientific_journal-12133	76	13	resource	resource	NOUN
american_scientific_journal-12133	76	14	modules	module	NOUN
american_scientific_journal-12133	76	15	minimized	minimize	VERB
american_scientific_journal-12133	76	16	over	over	ADP
american_scientific_journal-12133	76	17	-	-	PUNCT
american_scientific_journal-12133	76	18	abstraction	abstraction	NOUN
american_scientific_journal-12133	76	19	costs	cost	NOUN
american_scientific_journal-12133	76	20	and	and	CCONJ
american_scientific_journal-12133	76	21	prevented	prevent	VERB
american_scientific_journal-12133	76	22	lowest	low	ADJ
american_scientific_journal-12133	76	23	-	-	PUNCT
american_scientific_journal-12133	76	24	commondenominator	commondenominator	NOUN
american_scientific_journal-12133	76	25	designs	design	NOUN
american_scientific_journal-12133	76	26	that	that	PRON
american_scientific_journal-12133	76	27	would	would	AUX
american_scientific_journal-12133	76	28	otherwise	otherwise	ADV
american_scientific_journal-12133	76	29	inflate	inflate	VERB
american_scientific_journal-12133	76	30	spend	spend	NOUN
american_scientific_journal-12133	76	31	for	for	ADP
american_scientific_journal-12133	76	32	portability	portability	NOUN
american_scientific_journal-12133	76	33	[	[	X
american_scientific_journal-12133	76	34	3	3	NUM
american_scientific_journal-12133	76	35	;	;	PUNCT
american_scientific_journal-12133	76	36	9	9	NUM
american_scientific_journal-12133	76	37	]	]	PUNCT
american_scientific_journal-12133	76	38	.	.	PUNCT
american_scientific_journal-12133	77	1	the	the	DET
american_scientific_journal-12133	77	2	resulting	result	VERB
american_scientific_journal-12133	77	3	productivity	productivity	NOUN
american_scientific_journal-12133	77	4	gains	gain	NOUN
american_scientific_journal-12133	77	5	and	and	CCONJ
american_scientific_journal-12133	77	6	spend	spend	VERB
american_scientific_journal-12133	77	7	reductions	reduction	NOUN
american_scientific_journal-12133	77	8	cohered	cohere	VERB
american_scientific_journal-12133	77	9	with	with	ADP
american_scientific_journal-12133	77	10	the	the	DET
american_scientific_journal-12133	77	11	study	study	NOUN
american_scientific_journal-12133	77	12	’s	’s	PART
american_scientific_journal-12133	77	13	observed	observe	VERB
american_scientific_journal-12133	77	14	30	30	NUM
american_scientific_journal-12133	77	15	%	%	NOUN
american_scientific_journal-12133	77	16	acceleration	acceleration	NOUN
american_scientific_journal-12133	77	17	in	in	ADP
american_scientific_journal-12133	77	18	deployment	deployment	ADJ
american_scientific_journal-12133	77	19	cycles	cycle	NOUN
american_scientific_journal-12133	77	20	for	for	ADP
american_scientific_journal-12133	77	21	volatile	volatile	ADJ
american_scientific_journal-12133	77	22	workloads	workload	NOUN
american_scientific_journal-12133	77	23	and	and	CCONJ
american_scientific_journal-12133	77	24	~15	~15	NOUN
american_scientific_journal-12133	77	25	%	%	NOUN
american_scientific_journal-12133	77	26	cost	cost	NOUN
american_scientific_journal-12133	77	27	relief	relief	NOUN
american_scientific_journal-12133	77	28	in	in	ADP
american_scientific_journal-12133	77	29	sme	sme	ADJ
american_scientific_journal-12133	77	30	-	-	PUNCT
american_scientific_journal-12133	77	31	scale	scale	NOUN
american_scientific_journal-12133	77	32	tenants	tenant	NOUN
american_scientific_journal-12133	77	33	,	,	PUNCT
american_scientific_journal-12133	77	34	primarily	primarily	ADV
american_scientific_journal-12133	77	35	via	via	ADP
american_scientific_journal-12133	77	36	fewer	few	ADJ
american_scientific_journal-12133	77	37	failed	failed	ADJ
american_scientific_journal-12133	77	38	applies	applie	NOUN
american_scientific_journal-12133	77	39	,	,	PUNCT
american_scientific_journal-12133	77	40	faster	fast	ADJ
american_scientific_journal-12133	77	41	remediation	remediation	NOUN
american_scientific_journal-12133	77	42	,	,	PUNCT
american_scientific_journal-12133	77	43	and	and	CCONJ
american_scientific_journal-12133	77	44	more	more	ADV
american_scientific_journal-12133	77	45	predictable	predictable	ADJ
american_scientific_journal-12133	77	46	capacity	capacity	NOUN
american_scientific_journal-12133	77	47	curves	curve	NOUN
american_scientific_journal-12133	77	48	.	.	PUNCT
american_scientific_journal-12133	78	1	finally	finally	ADV
american_scientific_journal-12133	78	2	,	,	PUNCT
american_scientific_journal-12133	78	3	the	the	DET
american_scientific_journal-12133	78	4	results	result	NOUN
american_scientific_journal-12133	78	5	reinforce	reinforce	VERB
american_scientific_journal-12133	78	6	a	a	DET
american_scientific_journal-12133	78	7	synthesis	synthesis	NOUN
american_scientific_journal-12133	78	8	:	:	PUNCT
american_scientific_journal-12133	78	9	multi	multi	ADJ
american_scientific_journal-12133	78	10	-	-	ADJ
american_scientific_journal-12133	78	11	cloud	cloud	ADJ
american_scientific_journal-12133	78	12	iac	iac	NOUN
american_scientific_journal-12133	78	13	reaches	reach	VERB
american_scientific_journal-12133	78	14	stable	stable	ADJ
american_scientific_journal-12133	78	15	efficiency	efficiency	NOUN
american_scientific_journal-12133	78	16	when	when	SCONJ
american_scientific_journal-12133	78	17	three	three	NUM
american_scientific_journal-12133	78	18	controls	control	NOUN
american_scientific_journal-12133	78	19	operate	operate	VERB
american_scientific_journal-12133	78	20	in	in	ADP
american_scientific_journal-12133	78	21	american	american	ADJ
american_scientific_journal-12133	78	22	academic	academic	ADJ
american_scientific_journal-12133	78	23	scientific	scientific	ADJ
american_scientific_journal-12133	78	24	research	research	NOUN
american_scientific_journal-12133	78	25	journal	journal	NOUN
american_scientific_journal-12133	78	26	for	for	ADP
american_scientific_journal-12133	78	27	engineering	engineering	NOUN
american_scientific_journal-12133	78	28	,	,	PUNCT
american_scientific_journal-12133	78	29	technology	technology	NOUN
american_scientific_journal-12133	78	30	,	,	PUNCT
american_scientific_journal-12133	78	31	and	and	CCONJ
american_scientific_journal-12133	78	32	sciences	science	NOUN
american_scientific_journal-12133	78	33	(	(	PUNCT
american_scientific_journal-12133	78	34	asrjets	asrjet	NOUN
american_scientific_journal-12133	78	35	)	)	PUNCT
american_scientific_journal-12133	78	36	volume	volume	NOUN
american_scientific_journal-12133	78	37	103	103	NUM
american_scientific_journal-12133	78	38	,	,	PUNCT
american_scientific_journal-12133	78	39	no	no	DET
american_scientific_journal-12133	78	40	1	1	NUM
american_scientific_journal-12133	78	41	,	,	PUNCT
american_scientific_journal-12133	78	42	pp	pp	ADV
american_scientific_journal-12133	78	43	443	443	NUM
american_scientific_journal-12133	78	44	-	-	SYM
american_scientific_journal-12133	78	45	452	452	NUM
american_scientific_journal-12133	78	46	448	448	NUM
american_scientific_journal-12133	78	47	concert	concert	NOUN
american_scientific_journal-12133	78	48	:	:	PUNCT
american_scientific_journal-12133	78	49	i	i	NOUN
american_scientific_journal-12133	78	50	)	)	PUNCT
american_scientific_journal-12133	78	51	conservative	conservative	ADJ
american_scientific_journal-12133	78	52	abstractions	abstraction	NOUN
american_scientific_journal-12133	78	53	that	that	PRON
american_scientific_journal-12133	78	54	respect	respect	VERB
american_scientific_journal-12133	78	55	provider	provider	NOUN
american_scientific_journal-12133	78	56	differences	difference	NOUN
american_scientific_journal-12133	78	57	,	,	PUNCT
american_scientific_journal-12133	78	58	ii	ii	NOUN
american_scientific_journal-12133	78	59	)	)	PUNCT
american_scientific_journal-12133	78	60	policy	policy	NOUN
american_scientific_journal-12133	78	61	,	,	PUNCT
american_scientific_journal-12133	78	62	security	security	NOUN
american_scientific_journal-12133	78	63	,	,	PUNCT
american_scientific_journal-12133	78	64	and	and	CCONJ
american_scientific_journal-12133	78	65	cost	cost	VERB
american_scientific_journal-12133	78	66	checks	check	NOUN
american_scientific_journal-12133	78	67	that	that	PRON
american_scientific_journal-12133	78	68	execute	execute	VERB
american_scientific_journal-12133	78	69	automatically	automatically	ADV
american_scientific_journal-12133	78	70	as	as	ADP
american_scientific_journal-12133	78	71	code	code	NOUN
american_scientific_journal-12133	78	72	,	,	PUNCT
american_scientific_journal-12133	78	73	iii	iii	X
american_scientific_journal-12133	78	74	)	)	PUNCT
american_scientific_journal-12133	78	75	ai	ai	VERB
american_scientific_journal-12133	78	76	assistance	assistance	NOUN
american_scientific_journal-12133	78	77	that	that	PRON
american_scientific_journal-12133	78	78	is	be	AUX
american_scientific_journal-12133	78	79	embedded	embed	VERB
american_scientific_journal-12133	78	80	into	into	ADP
american_scientific_journal-12133	78	81	ci	ci	NOUN
american_scientific_journal-12133	78	82	-	-	PUNCT
american_scientific_journal-12133	78	83	aware	aware	ADJ
american_scientific_journal-12133	78	84	,	,	PUNCT
american_scientific_journal-12133	78	85	state	state	NOUN
american_scientific_journal-12133	78	86	-	-	PUNCT
american_scientific_journal-12133	78	87	aware	aware	ADJ
american_scientific_journal-12133	78	88	loops	loop	NOUN
american_scientific_journal-12133	78	89	rather	rather	ADV
american_scientific_journal-12133	78	90	than	than	ADP
american_scientific_journal-12133	78	91	prompt	prompt	VERB
american_scientific_journal-12133	78	92	-	-	PUNCT
american_scientific_journal-12133	78	93	only	only	ADJ
american_scientific_journal-12133	78	94	generation	generation	NOUN
american_scientific_journal-12133	78	95	.	.	PUNCT
american_scientific_journal-12133	79	1	the	the	DET
american_scientific_journal-12133	79	2	measured	measured	ADJ
american_scientific_journal-12133	79	3	reliability	reliability	NOUN
american_scientific_journal-12133	79	4	and	and	CCONJ
american_scientific_journal-12133	79	5	speed	speed	NOUN
american_scientific_journal-12133	79	6	improvements	improvement	NOUN
american_scientific_journal-12133	79	7	in	in	ADP
american_scientific_journal-12133	79	8	the	the	DET
american_scientific_journal-12133	79	9	study	study	NOUN
american_scientific_journal-12133	79	10	’s	’s	PART
american_scientific_journal-12133	79	11	pipelines	pipeline	NOUN
american_scientific_journal-12133	79	12	coincide	coincide	VERB
american_scientific_journal-12133	79	13	with	with	ADP
american_scientific_journal-12133	79	14	these	these	DET
american_scientific_journal-12133	79	15	controls	control	NOUN
american_scientific_journal-12133	79	16	;	;	PUNCT
american_scientific_journal-12133	79	17	parallel	parallel	ADJ
american_scientific_journal-12133	79	18	evidence	evidence	NOUN
american_scientific_journal-12133	79	19	from	from	ADP
american_scientific_journal-12133	79	20	evaluations	evaluation	NOUN
american_scientific_journal-12133	79	21	,	,	PUNCT
american_scientific_journal-12133	79	22	standards	standard	NOUN
american_scientific_journal-12133	79	23	releases	release	NOUN
american_scientific_journal-12133	79	24	,	,	PUNCT
american_scientific_journal-12133	79	25	and	and	CCONJ
american_scientific_journal-12133	79	26	engineering	engineering	NOUN
american_scientific_journal-12133	79	27	guidance	guidance	NOUN
american_scientific_journal-12133	79	28	point	point	NOUN
american_scientific_journal-12133	79	29	in	in	ADP
american_scientific_journal-12133	79	30	the	the	DET
american_scientific_journal-12133	79	31	same	same	ADJ
american_scientific_journal-12133	79	32	direction	direction	NOUN
american_scientific_journal-12133	79	33	.	.	PUNCT
american_scientific_journal-12133	80	1	4.discussion	4.discussion	NUM
american_scientific_journal-12133	80	2	the	the	DET
american_scientific_journal-12133	80	3	evidence	evidence	NOUN
american_scientific_journal-12133	80	4	indicates	indicate	VERB
american_scientific_journal-12133	80	5	that	that	SCONJ
american_scientific_journal-12133	80	6	efficiency	efficiency	NOUN
american_scientific_journal-12133	80	7	gains	gain	NOUN
american_scientific_journal-12133	80	8	reported	report	VERB
american_scientific_journal-12133	80	9	in	in	ADP
american_scientific_journal-12133	80	10	the	the	DET
american_scientific_journal-12133	80	11	results	result	NOUN
american_scientific_journal-12133	80	12	stem	stem	VERB
american_scientific_journal-12133	80	13	not	not	PART
american_scientific_journal-12133	80	14	from	from	ADP
american_scientific_journal-12133	80	15	a	a	DET
american_scientific_journal-12133	80	16	single	single	ADJ
american_scientific_journal-12133	80	17	tool	tool	NOUN
american_scientific_journal-12133	80	18	choice	choice	NOUN
american_scientific_journal-12133	80	19	but	but	CCONJ
american_scientific_journal-12133	80	20	from	from	ADP
american_scientific_journal-12133	80	21	the	the	DET
american_scientific_journal-12133	80	22	coupling	coupling	NOUN
american_scientific_journal-12133	80	23	of	of	ADP
american_scientific_journal-12133	80	24	conservative	conservative	ADJ
american_scientific_journal-12133	80	25	cross	cross	ADJ
american_scientific_journal-12133	80	26	-	-	ADJ
american_scientific_journal-12133	80	27	cloud	cloud	ADJ
american_scientific_journal-12133	80	28	abstractions	abstraction	NOUN
american_scientific_journal-12133	80	29	with	with	ADP
american_scientific_journal-12133	80	30	automated	automate	VERB
american_scientific_journal-12133	80	31	policy	policy	NOUN
american_scientific_journal-12133	80	32	,	,	PUNCT
american_scientific_journal-12133	80	33	cost	cost	NOUN
american_scientific_journal-12133	80	34	,	,	PUNCT
american_scientific_journal-12133	80	35	and	and	CCONJ
american_scientific_journal-12133	80	36	security	security	NOUN
american_scientific_journal-12133	80	37	checks	check	NOUN
american_scientific_journal-12133	80	38	that	that	PRON
american_scientific_journal-12133	80	39	run	run	VERB
american_scientific_journal-12133	80	40	at	at	ADP
american_scientific_journal-12133	80	41	pullrequest	pullrequest	NOUN
american_scientific_journal-12133	80	42	and	and	CCONJ
american_scientific_journal-12133	80	43	plan	plan	VERB
american_scientific_journal-12133	80	44	time	time	NOUN
american_scientific_journal-12133	80	45	.	.	PUNCT
american_scientific_journal-12133	81	1	where	where	SCONJ
american_scientific_journal-12133	81	2	organizations	organization	NOUN
american_scientific_journal-12133	81	3	pursued	pursue	VERB
american_scientific_journal-12133	81	4	deep	deep	ADJ
american_scientific_journal-12133	81	5	provider	provider	NOUN
american_scientific_journal-12133	81	6	-	-	PUNCT
american_scientific_journal-12133	81	7	agnostic	agnostic	ADJ
american_scientific_journal-12133	81	8	layers	layer	NOUN
american_scientific_journal-12133	81	9	,	,	PUNCT
american_scientific_journal-12133	81	10	hidden	hide	VERB
american_scientific_journal-12133	81	11	divergences	divergence	NOUN
american_scientific_journal-12133	81	12	in	in	ADP
american_scientific_journal-12133	81	13	service	service	NOUN
american_scientific_journal-12133	81	14	semantics	semantic	NOUN
american_scientific_journal-12133	81	15	resurfaced	resurface	VERB
american_scientific_journal-12133	81	16	as	as	ADP
american_scientific_journal-12133	81	17	drift	drift	NOUN
american_scientific_journal-12133	81	18	and	and	CCONJ
american_scientific_journal-12133	81	19	fragile	fragile	ADJ
american_scientific_journal-12133	81	20	workarounds	workaround	NOUN
american_scientific_journal-12133	81	21	;	;	PUNCT
american_scientific_journal-12133	81	22	where	where	SCONJ
american_scientific_journal-12133	81	23	they	they	PRON
american_scientific_journal-12133	81	24	standardized	standardize	VERB
american_scientific_journal-12133	81	25	state	state	NOUN
american_scientific_journal-12133	81	26	backends	backend	NOUN
american_scientific_journal-12133	81	27	,	,	PUNCT
american_scientific_journal-12133	81	28	tagging	tagging	NOUN
american_scientific_journal-12133	81	29	,	,	PUNCT
american_scientific_journal-12133	81	30	and	and	CCONJ
american_scientific_journal-12133	81	31	variable	variable	ADJ
american_scientific_journal-12133	81	32	schemas	schema	NOUN
american_scientific_journal-12133	81	33	but	but	CCONJ
american_scientific_journal-12133	81	34	kept	keep	VERB
american_scientific_journal-12133	81	35	provider	provider	NOUN
american_scientific_journal-12133	81	36	-	-	PUNCT
american_scientific_journal-12133	81	37	specific	specific	ADJ
american_scientific_journal-12133	81	38	resource	resource	NOUN
american_scientific_journal-12133	81	39	modules	module	NOUN
american_scientific_journal-12133	81	40	,	,	PUNCT
american_scientific_journal-12133	81	41	defect	defect	NOUN
american_scientific_journal-12133	81	42	rates	rate	NOUN
american_scientific_journal-12133	81	43	and	and	CCONJ
american_scientific_journal-12133	81	44	rollback	rollback	NOUN
american_scientific_journal-12133	81	45	frequency	frequency	NOUN
american_scientific_journal-12133	81	46	declined	decline	VERB
american_scientific_journal-12133	81	47	,	,	PUNCT
american_scientific_journal-12133	81	48	aligning	align	VERB
american_scientific_journal-12133	81	49	with	with	ADP
american_scientific_journal-12133	81	50	comparative	comparative	ADJ
american_scientific_journal-12133	81	51	analyses	analysis	NOUN
american_scientific_journal-12133	81	52	of	of	ADP
american_scientific_journal-12133	81	53	terraform	terraform	NOUN
american_scientific_journal-12133	81	54	and	and	CCONJ
american_scientific_journal-12133	81	55	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	81	56	that	that	PRON
american_scientific_journal-12133	81	57	caution	caution	VERB
american_scientific_journal-12133	81	58	against	against	ADP
american_scientific_journal-12133	81	59	over	over	ADP
american_scientific_journal-12133	81	60	-	-	PUNCT
american_scientific_journal-12133	81	61	generalization	generalization	NOUN
american_scientific_journal-12133	81	62	across	across	ADP
american_scientific_journal-12133	81	63	clouds	cloud	NOUN
american_scientific_journal-12133	81	64	[	[	X
american_scientific_journal-12133	81	65	3	3	NUM
american_scientific_journal-12133	81	66	;	;	PUNCT
american_scientific_journal-12133	81	67	7	7	NUM
american_scientific_journal-12133	81	68	;	;	PUNCT
american_scientific_journal-12133	81	69	9	9	NUM
american_scientific_journal-12133	81	70	]	]	PUNCT
american_scientific_journal-12133	81	71	.	.	PUNCT
american_scientific_journal-12133	82	1	in	in	ADP
american_scientific_journal-12133	82	2	other	other	ADJ
american_scientific_journal-12133	82	3	words	word	NOUN
american_scientific_journal-12133	82	4	,	,	PUNCT
american_scientific_journal-12133	82	5	portability	portability	NOUN
american_scientific_journal-12133	82	6	improves	improve	VERB
american_scientific_journal-12133	82	7	when	when	SCONJ
american_scientific_journal-12133	82	8	common	common	ADJ
american_scientific_journal-12133	82	9	scaffolding	scaffolding	NOUN
american_scientific_journal-12133	82	10	stays	stay	VERB
american_scientific_journal-12133	82	11	thin	thin	ADJ
american_scientific_journal-12133	82	12	while	while	SCONJ
american_scientific_journal-12133	82	13	resource	resource	NOUN
american_scientific_journal-12133	82	14	definitions	definition	NOUN
american_scientific_journal-12133	82	15	remain	remain	VERB
american_scientific_journal-12133	82	16	native	native	ADJ
american_scientific_journal-12133	82	17	to	to	ADP
american_scientific_journal-12133	82	18	each	each	DET
american_scientific_journal-12133	82	19	platform	platform	NOUN
american_scientific_journal-12133	82	20	,	,	PUNCT
american_scientific_journal-12133	82	21	because	because	SCONJ
american_scientific_journal-12133	82	22	troubleshooting	troubleshooting	NOUN
american_scientific_journal-12133	82	23	and	and	CCONJ
american_scientific_journal-12133	82	24	evidence	evidence	NOUN
american_scientific_journal-12133	82	25	collection	collection	NOUN
american_scientific_journal-12133	82	26	then	then	ADV
american_scientific_journal-12133	82	27	map	map	VERB
american_scientific_journal-12133	82	28	cleanly	cleanly	ADV
american_scientific_journal-12133	82	29	to	to	ADP
american_scientific_journal-12133	82	30	cloud	cloud	NOUN
american_scientific_journal-12133	82	31	-	-	PUNCT
american_scientific_journal-12133	82	32	specific	specific	ADJ
american_scientific_journal-12133	82	33	logs	log	NOUN
american_scientific_journal-12133	82	34	,	,	PUNCT
american_scientific_journal-12133	82	35	policies	policy	NOUN
american_scientific_journal-12133	82	36	,	,	PUNCT
american_scientific_journal-12133	82	37	and	and	CCONJ
american_scientific_journal-12133	82	38	billing	billing	NOUN
american_scientific_journal-12133	82	39	primitives	primitive	NOUN
american_scientific_journal-12133	82	40	already	already	ADV
american_scientific_journal-12133	82	41	used	use	VERB
american_scientific_journal-12133	82	42	by	by	ADP
american_scientific_journal-12133	82	43	finops	finop	NOUN
american_scientific_journal-12133	82	44	and	and	CCONJ
american_scientific_journal-12133	82	45	security	security	NOUN
american_scientific_journal-12133	82	46	teams	team	NOUN
american_scientific_journal-12133	82	47	[	[	X
american_scientific_journal-12133	82	48	6	6	NUM
american_scientific_journal-12133	82	49	;	;	PUNCT
american_scientific_journal-12133	82	50	7	7	NUM
american_scientific_journal-12133	82	51	;	;	PUNCT
american_scientific_journal-12133	82	52	9	9	NUM
american_scientific_journal-12133	82	53	]	]	PUNCT
american_scientific_journal-12133	82	54	.	.	PUNCT
american_scientific_journal-12133	83	1	a	a	DET
american_scientific_journal-12133	83	2	second	second	ADJ
american_scientific_journal-12133	83	3	theme	theme	NOUN
american_scientific_journal-12133	83	4	concerns	concern	VERB
american_scientific_journal-12133	83	5	the	the	DET
american_scientific_journal-12133	83	6	location	location	NOUN
american_scientific_journal-12133	83	7	of	of	ADP
american_scientific_journal-12133	83	8	governance	governance	NOUN
american_scientific_journal-12133	83	9	in	in	ADP
american_scientific_journal-12133	83	10	the	the	DET
american_scientific_journal-12133	83	11	delivery	delivery	NOUN
american_scientific_journal-12133	83	12	flow	flow	NOUN
american_scientific_journal-12133	83	13	.	.	PUNCT
american_scientific_journal-12133	84	1	when	when	SCONJ
american_scientific_journal-12133	84	2	policy	policy	NOUN
american_scientific_journal-12133	84	3	enforcement	enforcement	NOUN
american_scientific_journal-12133	84	4	and	and	CCONJ
american_scientific_journal-12133	84	5	static	static	ADJ
american_scientific_journal-12133	84	6	analysis	analysis	NOUN
american_scientific_journal-12133	84	7	execute	execute	NOUN
american_scientific_journal-12133	84	8	before	before	ADP
american_scientific_journal-12133	84	9	state	state	NOUN
american_scientific_journal-12133	84	10	mutation	mutation	NOUN
american_scientific_journal-12133	84	11	,	,	PUNCT
american_scientific_journal-12133	84	12	unauthorized	unauthorized	ADJ
american_scientific_journal-12133	84	13	exposure	exposure	NOUN
american_scientific_journal-12133	84	14	patterns	pattern	NOUN
american_scientific_journal-12133	84	15	(	(	PUNCT
american_scientific_journal-12133	84	16	public	public	ADJ
american_scientific_journal-12133	84	17	endpoints	endpoint	NOUN
american_scientific_journal-12133	84	18	,	,	PUNCT
american_scientific_journal-12133	84	19	unencrypted	unencrypted	ADJ
american_scientific_journal-12133	84	20	storage	storage	NOUN
american_scientific_journal-12133	84	21	,	,	PUNCT
american_scientific_journal-12133	84	22	permissive	permissive	ADJ
american_scientific_journal-12133	84	23	trust	trust	NOUN
american_scientific_journal-12133	84	24	relationships	relationship	NOUN
american_scientific_journal-12133	84	25	)	)	PUNCT
american_scientific_journal-12133	84	26	are	be	AUX
american_scientific_journal-12133	84	27	filtered	filter	VERB
american_scientific_journal-12133	84	28	earlier	early	ADV
american_scientific_journal-12133	84	29	and	and	CCONJ
american_scientific_journal-12133	84	30	at	at	ADP
american_scientific_journal-12133	84	31	lower	low	ADJ
american_scientific_journal-12133	84	32	cost	cost	NOUN
american_scientific_journal-12133	84	33	;	;	PUNCT
american_scientific_journal-12133	84	34	relocating	relocate	VERB
american_scientific_journal-12133	84	35	these	these	DET
american_scientific_journal-12133	84	36	checks	check	NOUN
american_scientific_journal-12133	84	37	after	after	ADP
american_scientific_journal-12133	84	38	apply	apply	NOUN
american_scientific_journal-12133	84	39	creates	create	VERB
american_scientific_journal-12133	84	40	expensive	expensive	ADJ
american_scientific_journal-12133	84	41	remediation	remediation	NOUN
american_scientific_journal-12133	84	42	loops	loop	NOUN
american_scientific_journal-12133	84	43	and	and	CCONJ
american_scientific_journal-12133	84	44	destroys	destroy	VERB
american_scientific_journal-12133	84	45	determinism	determinism	NOUN
american_scientific_journal-12133	84	46	in	in	ADP
american_scientific_journal-12133	84	47	compliance	compliance	NOUN
american_scientific_journal-12133	84	48	reporting	reporting	NOUN
american_scientific_journal-12133	84	49	.	.	PUNCT
american_scientific_journal-12133	85	1	the	the	DET
american_scientific_journal-12133	85	2	strongest	strong	ADJ
american_scientific_journal-12133	85	3	outcomes	outcome	NOUN
american_scientific_journal-12133	85	4	occurred	occur	VERB
american_scientific_journal-12133	85	5	when	when	SCONJ
american_scientific_journal-12133	85	6	organizations	organization	NOUN
american_scientific_journal-12133	85	7	used	use	VERB
american_scientific_journal-12133	85	8	a	a	DET
american_scientific_journal-12133	85	9	single	single	ADJ
american_scientific_journal-12133	85	10	policy	policy	NOUN
american_scientific_journal-12133	85	11	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	85	12	(	(	PUNCT
american_scientific_journal-12133	85	13	e.g.	e.g.	ADV
american_scientific_journal-12133	85	14	,	,	PUNCT
american_scientific_journal-12133	85	15	opa	opa	NOUN
american_scientific_journal-12133	85	16	/	/	SYM
american_scientific_journal-12133	85	17	rego	rego	NOUN
american_scientific_journal-12133	85	18	)	)	PUNCT
american_scientific_journal-12133	85	19	to	to	PART
american_scientific_journal-12133	85	20	express	express	VERB
american_scientific_journal-12133	85	21	both	both	PRON
american_scientific_journal-12133	85	22	security	security	NOUN
american_scientific_journal-12133	85	23	and	and	CCONJ
american_scientific_journal-12133	85	24	cost	cost	NOUN
american_scientific_journal-12133	85	25	controls	control	NOUN
american_scientific_journal-12133	85	26	across	across	ADP
american_scientific_journal-12133	85	27	workspaces	workspace	NOUN
american_scientific_journal-12133	85	28	,	,	PUNCT
american_scientific_journal-12133	85	29	pinned	pin	VERB
american_scientific_journal-12133	85	30	provider	provider	NOUN
american_scientific_journal-12133	85	31	versions	version	NOUN
american_scientific_journal-12133	85	32	,	,	PUNCT
american_scientific_journal-12133	85	33	and	and	CCONJ
american_scientific_journal-12133	85	34	recorded	record	VERB
american_scientific_journal-12133	85	35	every	every	DET
american_scientific_journal-12133	85	36	policy	policy	NOUN
american_scientific_journal-12133	85	37	decision	decision	NOUN
american_scientific_journal-12133	85	38	next	next	ADV
american_scientific_journal-12133	85	39	to	to	ADP
american_scientific_journal-12133	85	40	the	the	DET
american_scientific_journal-12133	85	41	plan	plan	NOUN
american_scientific_journal-12133	85	42	artifact	artifact	PROPN
american_scientific_journal-12133	85	43	,	,	PUNCT
american_scientific_journal-12133	85	44	which	which	PRON
american_scientific_journal-12133	85	45	simplifies	simplify	VERB
american_scientific_journal-12133	85	46	audits	audits	VERB
american_scientific_journal-12133	85	47	against	against	ADP
american_scientific_journal-12133	85	48	current	current	ADJ
american_scientific_journal-12133	85	49	control	control	NOUN
american_scientific_journal-12133	85	50	catalogs	catalog	NOUN
american_scientific_journal-12133	85	51	[	[	X
american_scientific_journal-12133	85	52	4	4	NUM
american_scientific_journal-12133	85	53	;	;	PUNCT
american_scientific_journal-12133	85	54	5	5	NUM
american_scientific_journal-12133	85	55	;	;	PUNCT
american_scientific_journal-12133	85	56	8	8	NUM
american_scientific_journal-12133	85	57	]	]	PUNCT
american_scientific_journal-12133	85	58	.	.	PUNCT
american_scientific_journal-12133	86	1	the	the	DET
american_scientific_journal-12133	86	2	combined	combined	ADJ
american_scientific_journal-12133	86	3	effect	effect	NOUN
american_scientific_journal-12133	86	4	is	be	AUX
american_scientific_journal-12133	86	5	visible	visible	ADJ
american_scientific_journal-12133	86	6	in	in	ADP
american_scientific_journal-12133	86	7	the	the	DET
american_scientific_journal-12133	86	8	reduction	reduction	NOUN
american_scientific_journal-12133	86	9	of	of	ADP
american_scientific_journal-12133	86	10	manual	manual	ADJ
american_scientific_journal-12133	86	11	review	review	NOUN
american_scientific_journal-12133	86	12	load	load	NOUN
american_scientific_journal-12133	86	13	and	and	CCONJ
american_scientific_journal-12133	86	14	the	the	DET
american_scientific_journal-12133	86	15	stabilization	stabilization	NOUN
american_scientific_journal-12133	86	16	of	of	ADP
american_scientific_journal-12133	86	17	control	control	NOUN
american_scientific_journal-12133	86	18	mappings	mapping	NOUN
american_scientific_journal-12133	86	19	across	across	ADP
american_scientific_journal-12133	86	20	providers	provider	NOUN
american_scientific_journal-12133	86	21	,	,	PUNCT
american_scientific_journal-12133	86	22	because	because	SCONJ
american_scientific_journal-12133	86	23	the	the	DET
american_scientific_journal-12133	86	24	same	same	ADJ
american_scientific_journal-12133	86	25	iac	iac	NOUN
american_scientific_journal-12133	86	26	change	change	NOUN
american_scientific_journal-12133	86	27	generates	generate	VERB
american_scientific_journal-12133	86	28	the	the	DET
american_scientific_journal-12133	86	29	same	same	ADJ
american_scientific_journal-12133	86	30	labeled	label	VERB
american_scientific_journal-12133	86	31	evidence	evidence	NOUN
american_scientific_journal-12133	86	32	packet	packet	NOUN
american_scientific_journal-12133	86	33	during	during	ADP
american_scientific_journal-12133	86	34	every	every	DET
american_scientific_journal-12133	86	35	run	run	NOUN
american_scientific_journal-12133	86	36	[	[	X
american_scientific_journal-12133	86	37	4	4	NUM
american_scientific_journal-12133	86	38	;	;	PUNCT
american_scientific_journal-12133	86	39	5	5	NUM
american_scientific_journal-12133	86	40	]	]	PUNCT
american_scientific_journal-12133	86	41	.	.	PUNCT
american_scientific_journal-12133	87	1	table	table	NOUN
american_scientific_journal-12133	87	2	1	1	NUM
american_scientific_journal-12133	87	3	synthesizes	synthesize	VERB
american_scientific_journal-12133	87	4	points	point	NOUN
american_scientific_journal-12133	87	5	of	of	ADP
american_scientific_journal-12133	87	6	agreement	agreement	NOUN
american_scientific_journal-12133	87	7	across	across	ADP
american_scientific_journal-12133	87	8	practitioner	practitioner	NOUN
american_scientific_journal-12133	87	9	guidance	guidance	NOUN
american_scientific_journal-12133	87	10	and	and	CCONJ
american_scientific_journal-12133	87	11	comparative	comparative	ADJ
american_scientific_journal-12133	87	12	reports	report	NOUN
american_scientific_journal-12133	87	13	on	on	ADP
american_scientific_journal-12133	87	14	terraform	terraform	NOUN
american_scientific_journal-12133	87	15	and	and	CCONJ
american_scientific_journal-12133	87	16	aws	aws	NOUN
american_scientific_journal-12133	87	17	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	87	18	,	,	PUNCT
american_scientific_journal-12133	87	19	with	with	ADP
american_scientific_journal-12133	87	20	emphasis	emphasis	NOUN
american_scientific_journal-12133	87	21	on	on	ADP
american_scientific_journal-12133	87	22	how	how	SCONJ
american_scientific_journal-12133	87	23	those	those	DET
american_scientific_journal-12133	87	24	differences	difference	NOUN
american_scientific_journal-12133	87	25	play	play	VERB
american_scientific_journal-12133	87	26	out	out	ADP
american_scientific_journal-12133	87	27	in	in	ADP
american_scientific_journal-12133	87	28	multi	multi	ADJ
american_scientific_journal-12133	87	29	-	-	ADJ
american_scientific_journal-12133	87	30	cloud	cloud	ADJ
american_scientific_journal-12133	87	31	pipelines	pipeline	NOUN
american_scientific_journal-12133	87	32	.	.	PUNCT
american_scientific_journal-12133	88	1	the	the	DET
american_scientific_journal-12133	88	2	purpose	purpose	NOUN
american_scientific_journal-12133	88	3	is	be	AUX
american_scientific_journal-12133	88	4	not	not	PART
american_scientific_journal-12133	88	5	tool	tool	NOUN
american_scientific_journal-12133	88	6	advocacy	advocacy	NOUN
american_scientific_journal-12133	88	7	but	but	CCONJ
american_scientific_journal-12133	88	8	to	to	PART
american_scientific_journal-12133	88	9	show	show	VERB
american_scientific_journal-12133	88	10	where	where	SCONJ
american_scientific_journal-12133	88	11	each	each	DET
american_scientific_journal-12133	88	12	tool	tool	NOUN
american_scientific_journal-12133	88	13	delivers	deliver	VERB
american_scientific_journal-12133	88	14	predictable	predictable	ADJ
american_scientific_journal-12133	88	15	outcomes	outcome	NOUN
american_scientific_journal-12133	88	16	,	,	PUNCT
american_scientific_journal-12133	88	17	where	where	SCONJ
american_scientific_journal-12133	88	18	the	the	DET
american_scientific_journal-12133	88	19	maintenance	maintenance	NOUN
american_scientific_journal-12133	88	20	burden	burden	NOUN
american_scientific_journal-12133	88	21	accumulates	accumulate	VERB
american_scientific_journal-12133	88	22	,	,	PUNCT
american_scientific_journal-12133	88	23	and	and	CCONJ
american_scientific_journal-12133	88	24	which	which	DET
american_scientific_journal-12133	88	25	decision	decision	NOUN
american_scientific_journal-12133	88	26	levers	lever	NOUN
american_scientific_journal-12133	88	27	affect	affect	VERB
american_scientific_journal-12133	88	28	portability	portability	NOUN
american_scientific_journal-12133	88	29	and	and	CCONJ
american_scientific_journal-12133	88	30	cost	cost	VERB
american_scientific_journal-12133	88	31	envelopes	envelope	NOUN
american_scientific_journal-12133	88	32	in	in	ADP
american_scientific_journal-12133	88	33	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12133	88	34	estates	estate	NOUN
american_scientific_journal-12133	88	35	.	.	PUNCT
american_scientific_journal-12133	89	1	american	american	ADJ
american_scientific_journal-12133	89	2	academic	academic	ADJ
american_scientific_journal-12133	89	3	scientific	scientific	ADJ
american_scientific_journal-12133	89	4	research	research	NOUN
american_scientific_journal-12133	89	5	journal	journal	NOUN
american_scientific_journal-12133	89	6	for	for	ADP
american_scientific_journal-12133	89	7	engineering	engineering	NOUN
american_scientific_journal-12133	89	8	,	,	PUNCT
american_scientific_journal-12133	89	9	technology	technology	NOUN
american_scientific_journal-12133	89	10	,	,	PUNCT
american_scientific_journal-12133	89	11	and	and	CCONJ
american_scientific_journal-12133	89	12	sciences	science	NOUN
american_scientific_journal-12133	89	13	(	(	PUNCT
american_scientific_journal-12133	89	14	asrjets	asrjet	NOUN
american_scientific_journal-12133	89	15	)	)	PUNCT
american_scientific_journal-12133	89	16	volume	volume	NOUN
american_scientific_journal-12133	89	17	103	103	NUM
american_scientific_journal-12133	89	18	,	,	PUNCT
american_scientific_journal-12133	89	19	no	no	DET
american_scientific_journal-12133	89	20	1	1	NUM
american_scientific_journal-12133	89	21	,	,	PUNCT
american_scientific_journal-12133	89	22	pp	pp	ADV
american_scientific_journal-12133	89	23	443	443	NUM
american_scientific_journal-12133	89	24	-	-	SYM
american_scientific_journal-12133	89	25	452	452	NUM
american_scientific_journal-12133	89	26	449	449	NUM
american_scientific_journal-12133	89	27	table	table	NOUN
american_scientific_journal-12133	89	28	1	1	NUM
american_scientific_journal-12133	89	29	:	:	PUNCT
american_scientific_journal-12133	89	30	comparative	comparative	ADJ
american_scientific_journal-12133	89	31	capabilities	capability	NOUN
american_scientific_journal-12133	89	32	of	of	ADP
american_scientific_journal-12133	89	33	terraform	terraform	NOUN
american_scientific_journal-12133	89	34	and	and	CCONJ
american_scientific_journal-12133	89	35	aws	aws	NOUN
american_scientific_journal-12133	89	36	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	89	37	in	in	ADP
american_scientific_journal-12133	89	38	multi	multi	ADJ
american_scientific_journal-12133	89	39	-	-	ADJ
american_scientific_journal-12133	89	40	cloud	cloud	ADJ
american_scientific_journal-12133	89	41	automation	automation	NOUN
american_scientific_journal-12133	90	1	[	[	X
american_scientific_journal-12133	90	2	3	3	NUM
american_scientific_journal-12133	90	3	;	;	PUNCT
american_scientific_journal-12133	90	4	7	7	NUM
american_scientific_journal-12133	90	5	;	;	PUNCT
american_scientific_journal-12133	90	6	9	9	NUM
american_scientific_journal-12133	90	7	]	]	PUNCT
american_scientific_journal-12133	90	8	dimension	dimension	NOUN
american_scientific_journal-12133	90	9	terraform	terraform	NOUN
american_scientific_journal-12133	90	10	aws	aw	NOUN
american_scientific_journal-12133	90	11	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	90	12	implication	implication	NOUN
american_scientific_journal-12133	90	13	for	for	ADP
american_scientific_journal-12133	90	14	multi	multi	ADJ
american_scientific_journal-12133	90	15	-	-	ADJ
american_scientific_journal-12133	90	16	cloud	cloud	ADJ
american_scientific_journal-12133	90	17	estates	estate	NOUN
american_scientific_journal-12133	90	18	provider	provider	NOUN
american_scientific_journal-12133	90	19	breadth	breadth	NOUN
american_scientific_journal-12133	90	20	&	&	CCONJ
american_scientific_journal-12133	90	21	composability	composability	NOUN
american_scientific_journal-12133	90	22	broad	broad	ADJ
american_scientific_journal-12133	90	23	provider	provider	NOUN
american_scientific_journal-12133	90	24	ecosystem	ecosystem	NOUN
american_scientific_journal-12133	90	25	;	;	PUNCT
american_scientific_journal-12133	90	26	mature	mature	ADJ
american_scientific_journal-12133	90	27	module	module	NOUN
american_scientific_journal-12133	90	28	registries	registry	NOUN
american_scientific_journal-12133	90	29	;	;	PUNCT
american_scientific_journal-12133	90	30	stable	stable	ADJ
american_scientific_journal-12133	90	31	hcl	hcl	PROPN
american_scientific_journal-12133	90	32	workflow	workflow	NOUN
american_scientific_journal-12133	90	33	deep	deep	ADJ
american_scientific_journal-12133	90	34	integration	integration	NOUN
american_scientific_journal-12133	90	35	with	with	ADP
american_scientific_journal-12133	90	36	aws	aws	NOUN
american_scientific_journal-12133	90	37	services	service	NOUN
american_scientific_journal-12133	90	38	;	;	PUNCT
american_scientific_journal-12133	90	39	rapid	rapid	ADJ
american_scientific_journal-12133	90	40	parity	parity	NOUN
american_scientific_journal-12133	90	41	on	on	ADP
american_scientific_journal-12133	90	42	new	new	ADJ
american_scientific_journal-12133	90	43	aws	aw	NOUN
american_scientific_journal-12133	90	44	features	feature	NOUN
american_scientific_journal-12133	90	45	prefer	prefer	VERB
american_scientific_journal-12133	90	46	terraform	terraform	NOUN
american_scientific_journal-12133	90	47	for	for	ADP
american_scientific_journal-12133	90	48	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12133	90	49	portfolios	portfolio	NOUN
american_scientific_journal-12133	90	50	;	;	PUNCT
american_scientific_journal-12133	90	51	reserve	reserve	VERB
american_scientific_journal-12133	90	52	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	90	53	for	for	ADP
american_scientific_journal-12133	90	54	aws	aws	NOUN
american_scientific_journal-12133	90	55	-	-	PUNCT
american_scientific_journal-12133	90	56	tight	tight	ADJ
american_scientific_journal-12133	90	57	stacks	stack	NOUN
american_scientific_journal-12133	90	58	needing	need	VERB
american_scientific_journal-12133	90	59	service	service	NOUN
american_scientific_journal-12133	90	60	-	-	PUNCT
american_scientific_journal-12133	90	61	native	native	ADJ
american_scientific_journal-12133	90	62	features	feature	NOUN
american_scientific_journal-12133	90	63	state	state	PROPN
american_scientific_journal-12133	90	64	&	&	CCONJ
american_scientific_journal-12133	90	65	drift	drift	NOUN
american_scientific_journal-12133	90	66	handling	handle	VERB
american_scientific_journal-12133	90	67	remote	remote	ADJ
american_scientific_journal-12133	90	68	state	state	NOUN
american_scientific_journal-12133	90	69	backends	backend	NOUN
american_scientific_journal-12133	90	70	;	;	PUNCT
american_scientific_journal-12133	90	71	import	import	NOUN
american_scientific_journal-12133	90	72	-	-	PUNCT
american_scientific_journal-12133	90	73	then	then	ADV
american_scientific_journal-12133	90	74	-	-	PUNCT
american_scientific_journal-12133	90	75	codify	codify	VERB
american_scientific_journal-12133	90	76	workflows	workflow	NOUN
american_scientific_journal-12133	90	77	;	;	PUNCT
american_scientific_journal-12133	90	78	workspace	workspace	NOUN
american_scientific_journal-12133	90	79	isolation	isolation	NOUN
american_scientific_journal-12133	90	80	stack	stack	NOUN
american_scientific_journal-12133	90	81	-	-	PUNCT
american_scientific_journal-12133	90	82	centric	centric	ADJ
american_scientific_journal-12133	90	83	state	state	NOUN
american_scientific_journal-12133	90	84	;	;	PUNCT
american_scientific_journal-12133	90	85	drift	drift	NOUN
american_scientific_journal-12133	90	86	detection	detection	NOUN
american_scientific_journal-12133	90	87	integrated	integrate	VERB
american_scientific_journal-12133	90	88	with	with	ADP
american_scientific_journal-12133	90	89	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	90	90	stack	stack	NOUN
american_scientific_journal-12133	90	91	drift	drift	NOUN
american_scientific_journal-12133	90	92	mixing	mixing	NOUN
american_scientific_journal-12133	90	93	tools	tool	NOUN
american_scientific_journal-12133	90	94	is	be	AUX
american_scientific_journal-12133	90	95	viable	viable	ADJ
american_scientific_journal-12133	90	96	if	if	SCONJ
american_scientific_journal-12133	90	97	state	state	NOUN
american_scientific_journal-12133	90	98	ownership	ownership	NOUN
american_scientific_journal-12133	90	99	boundaries	boundary	NOUN
american_scientific_journal-12133	90	100	are	be	AUX
american_scientific_journal-12133	90	101	explicit	explicit	ADJ
american_scientific_journal-12133	90	102	and	and	CCONJ
american_scientific_journal-12133	90	103	documented	document	VERB
american_scientific_journal-12133	90	104	policy	policy	NOUN
american_scientific_journal-12133	90	105	enforcement	enforcement	NOUN
american_scientific_journal-12133	90	106	opa	opa	NOUN
american_scientific_journal-12133	90	107	/	/	SYM
american_scientific_journal-12133	90	108	rego	rego	NOUN
american_scientific_journal-12133	90	109	and	and	CCONJ
american_scientific_journal-12133	90	110	native	native	ADJ
american_scientific_journal-12133	90	111	policy	policy	NOUN
american_scientific_journal-12133	90	112	sets	set	NOUN
american_scientific_journal-12133	90	113	at	at	ADP
american_scientific_journal-12133	90	114	plan	plan	NOUN
american_scientific_journal-12133	90	115	time	time	NOUN
american_scientific_journal-12133	90	116	;	;	PUNCT
american_scientific_journal-12133	90	117	policy	policy	NOUN
american_scientific_journal-12133	90	118	as	as	ADP
american_scientific_journal-12133	90	119	code	code	NOUN
american_scientific_journal-12133	90	120	in	in	ADP
american_scientific_journal-12133	90	121	ci	ci	PROPN
american_scientific_journal-12133	90	122	aws	aws	PROPN
american_scientific_journal-12133	90	123	config	config	PROPN
american_scientific_journal-12133	90	124	,	,	PUNCT
american_scientific_journal-12133	90	125	scps	scps	PROPN
american_scientific_journal-12133	90	126	,	,	PUNCT
american_scientific_journal-12133	90	127	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	90	128	guard	guard	NOUN
american_scientific_journal-12133	90	129	for	for	ADP
american_scientific_journal-12133	90	130	template	template	NOUN
american_scientific_journal-12133	90	131	rules	rule	VERB
american_scientific_journal-12133	90	132	a	a	DET
american_scientific_journal-12133	90	133	single	single	ADJ
american_scientific_journal-12133	90	134	policy	policy	NOUN
american_scientific_journal-12133	90	135	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	90	136	across	across	ADP
american_scientific_journal-12133	90	137	pipelines	pipeline	NOUN
american_scientific_journal-12133	90	138	reduces	reduce	VERB
american_scientific_journal-12133	90	139	audit	audit	NOUN
american_scientific_journal-12133	90	140	friction	friction	NOUN
american_scientific_journal-12133	90	141	;	;	PUNCT
american_scientific_journal-12133	90	142	map	map	VERB
american_scientific_journal-12133	90	143	to	to	ADP
american_scientific_journal-12133	90	144	shared	share	VERB
american_scientific_journal-12133	90	145	controls	control	NOUN
american_scientific_journal-12133	90	146	cost	cost	NOUN
american_scientific_journal-12133	90	147	control	control	NOUN
american_scientific_journal-12133	90	148	patterns	pattern	NOUN
american_scientific_journal-12133	90	149	cost	cost	NOUN
american_scientific_journal-12133	90	150	-	-	PUNCT
american_scientific_journal-12133	90	151	aware	aware	ADJ
american_scientific_journal-12133	90	152	modules	module	NOUN
american_scientific_journal-12133	90	153	;	;	PUNCT
american_scientific_journal-12133	90	154	plantime	plantime	NOUN
american_scientific_journal-12133	90	155	checks	check	NOUN
american_scientific_journal-12133	90	156	for	for	ADP
american_scientific_journal-12133	90	157	skus	sku	NOUN
american_scientific_journal-12133	90	158	,	,	PUNCT
american_scientific_journal-12133	90	159	storage	storage	NOUN
american_scientific_journal-12133	90	160	tiers	tier	NOUN
american_scientific_journal-12133	90	161	,	,	PUNCT
american_scientific_journal-12133	90	162	lifecycles	lifecycle	NOUN
american_scientific_journal-12133	90	163	aws	aws	NOUN
american_scientific_journal-12133	90	164	-	-	PUNCT
american_scientific_journal-12133	90	165	specific	specific	ADJ
american_scientific_journal-12133	90	166	cost	cost	NOUN
american_scientific_journal-12133	90	167	lenses	lense	NOUN
american_scientific_journal-12133	90	168	;	;	PUNCT
american_scientific_journal-12133	90	169	tagging	tag	VERB
american_scientific_journal-12133	90	170	and	and	CCONJ
american_scientific_journal-12133	90	171	budgets	budget	NOUN
american_scientific_journal-12133	90	172	native	native	ADJ
american_scientific_journal-12133	90	173	to	to	ADP
american_scientific_journal-12133	90	174	aws	aws	PROPN
american_scientific_journal-12133	90	175	cross	cross	ADJ
american_scientific_journal-12133	90	176	-	-	ADJ
american_scientific_journal-12133	90	177	cloud	cloud	ADJ
american_scientific_journal-12133	90	178	finops	finop	NOUN
american_scientific_journal-12133	90	179	needs	need	VERB
american_scientific_journal-12133	90	180	portable	portable	ADJ
american_scientific_journal-12133	90	181	tagging	tagging	NOUN
american_scientific_journal-12133	90	182	,	,	PUNCT
american_scientific_journal-12133	90	183	label	label	NOUN
american_scientific_journal-12133	90	184	schemas	schema	NOUN
american_scientific_journal-12133	90	185	,	,	PUNCT
american_scientific_journal-12133	90	186	and	and	CCONJ
american_scientific_journal-12133	90	187	review	review	NOUN
american_scientific_journal-12133	90	188	gates	gate	NOUN
american_scientific_journal-12133	90	189	at	at	ADP
american_scientific_journal-12133	90	190	pr	pr	NOUN
american_scientific_journal-12133	90	191	time	time	NOUN
american_scientific_journal-12133	90	192	portability	portability	NOUN
american_scientific_journal-12133	90	193	vs.	vs.	ADP
american_scientific_journal-12133	90	194	abstraction	abstraction	NOUN
american_scientific_journal-12133	90	195	debt	debt	NOUN
american_scientific_journal-12133	90	196	thin	thin	ADJ
american_scientific_journal-12133	90	197	abstractions	abstraction	NOUN
american_scientific_journal-12133	90	198	recommended	recommend	VERB
american_scientific_journal-12133	90	199	;	;	PUNCT
american_scientific_journal-12133	90	200	providerspecific	providerspecific	NOUN
american_scientific_journal-12133	90	201	modules	module	NOUN
american_scientific_journal-12133	90	202	for	for	ADP
american_scientific_journal-12133	90	203	resources	resource	NOUN
american_scientific_journal-12133	90	204	high	high	ADJ
american_scientific_journal-12133	90	205	fidelity	fidelity	NOUN
american_scientific_journal-12133	90	206	for	for	ADP
american_scientific_journal-12133	90	207	aws	aws	NOUN
american_scientific_journal-12133	90	208	resources	resource	NOUN
american_scientific_journal-12133	90	209	;	;	PUNCT
american_scientific_journal-12133	90	210	portability	portability	NOUN
american_scientific_journal-12133	90	211	requires	require	VERB
american_scientific_journal-12133	90	212	parallel	parallel	ADJ
american_scientific_journal-12133	90	213	templates	template	NOUN
american_scientific_journal-12133	90	214	portability	portability	NOUN
american_scientific_journal-12133	90	215	increases	increase	NOUN
american_scientific_journal-12133	90	216	when	when	SCONJ
american_scientific_journal-12133	90	217	common	common	ADJ
american_scientific_journal-12133	90	218	scaffolding	scaffolding	NOUN
american_scientific_journal-12133	90	219	is	be	AUX
american_scientific_journal-12133	90	220	shared	share	VERB
american_scientific_journal-12133	90	221	but	but	CCONJ
american_scientific_journal-12133	90	222	resource	resource	NOUN
american_scientific_journal-12133	90	223	modules	module	NOUN
american_scientific_journal-12133	90	224	remain	remain	VERB
american_scientific_journal-12133	90	225	native	native	ADJ
american_scientific_journal-12133	90	226	the	the	DET
american_scientific_journal-12133	90	227	comparison	comparison	NOUN
american_scientific_journal-12133	90	228	clarifies	clarify	VERB
american_scientific_journal-12133	90	229	why	why	SCONJ
american_scientific_journal-12133	90	230	teams	team	NOUN
american_scientific_journal-12133	90	231	observed	observe	VERB
american_scientific_journal-12133	90	232	fewer	few	ADJ
american_scientific_journal-12133	90	233	cross	cross	ADJ
american_scientific_journal-12133	90	234	-	-	ADJ
american_scientific_journal-12133	90	235	cloud	cloud	ADJ
american_scientific_journal-12133	90	236	surprises	surprise	NOUN
american_scientific_journal-12133	90	237	when	when	SCONJ
american_scientific_journal-12133	90	238	they	they	PRON
american_scientific_journal-12133	90	239	standardized	standardize	VERB
american_scientific_journal-12133	90	240	processes	process	NOUN
american_scientific_journal-12133	90	241	(	(	PUNCT
american_scientific_journal-12133	90	242	state	state	NOUN
american_scientific_journal-12133	90	243	,	,	PUNCT
american_scientific_journal-12133	90	244	policy	policy	NOUN
american_scientific_journal-12133	90	245	,	,	PUNCT
american_scientific_journal-12133	90	246	tagging	tagging	NOUN
american_scientific_journal-12133	90	247	)	)	PUNCT
american_scientific_journal-12133	90	248	while	while	SCONJ
american_scientific_journal-12133	90	249	preserving	preserve	VERB
american_scientific_journal-12133	90	250	native	native	ADJ
american_scientific_journal-12133	90	251	resource	resource	NOUN
american_scientific_journal-12133	90	252	definitions	definition	NOUN
american_scientific_journal-12133	90	253	.	.	PUNCT
american_scientific_journal-12133	91	1	most	most	ADJ
american_scientific_journal-12133	91	2	portability	portability	NOUN
american_scientific_journal-12133	91	3	losses	loss	NOUN
american_scientific_journal-12133	91	4	traced	trace	VERB
american_scientific_journal-12133	91	5	back	back	ADV
american_scientific_journal-12133	91	6	to	to	ADP
american_scientific_journal-12133	91	7	attempts	attempt	NOUN
american_scientific_journal-12133	91	8	at	at	ADP
american_scientific_journal-12133	91	9	deep	deep	ADJ
american_scientific_journal-12133	91	10	generic	generic	ADJ
american_scientific_journal-12133	91	11	layers	layer	NOUN
american_scientific_journal-12133	91	12	,	,	PUNCT
american_scientific_journal-12133	91	13	whereas	whereas	SCONJ
american_scientific_journal-12133	91	14	the	the	DET
american_scientific_journal-12133	91	15	mixed	mixed	ADJ
american_scientific_journal-12133	91	16	model	model	NOUN
american_scientific_journal-12133	91	17	preserved	preserve	VERB
american_scientific_journal-12133	91	18	debuggability	debuggability	NOUN
american_scientific_journal-12133	91	19	and	and	CCONJ
american_scientific_journal-12133	91	20	allowed	allow	VERB
american_scientific_journal-12133	91	21	cost	cost	NOUN
american_scientific_journal-12133	91	22	and	and	CCONJ
american_scientific_journal-12133	91	23	compliance	compliance	NOUN
american_scientific_journal-12133	91	24	tooling	tooling	NOUN
american_scientific_journal-12133	91	25	to	to	PART
american_scientific_journal-12133	91	26	operate	operate	VERB
american_scientific_journal-12133	91	27	with	with	ADP
american_scientific_journal-12133	91	28	consistent	consistent	ADJ
american_scientific_journal-12133	91	29	signals	signal	NOUN
american_scientific_journal-12133	91	30	across	across	ADP
american_scientific_journal-12133	91	31	providers	provider	NOUN
american_scientific_journal-12133	91	32	[	[	X
american_scientific_journal-12133	91	33	6	6	NUM
american_scientific_journal-12133	91	34	;	;	PUNCT
american_scientific_journal-12133	91	35	7	7	NUM
american_scientific_journal-12133	91	36	;	;	PUNCT
american_scientific_journal-12133	91	37	9	9	NUM
american_scientific_journal-12133	91	38	]	]	PUNCT
american_scientific_journal-12133	91	39	.	.	PUNCT
american_scientific_journal-12133	92	1	this	this	DET
american_scientific_journal-12133	92	2	framing	framing	NOUN
american_scientific_journal-12133	92	3	also	also	ADV
american_scientific_journal-12133	92	4	explains	explain	VERB
american_scientific_journal-12133	92	5	the	the	DET
american_scientific_journal-12133	92	6	economic	economic	ADJ
american_scientific_journal-12133	92	7	footprint	footprint	NOUN
american_scientific_journal-12133	92	8	noted	note	VERB
american_scientific_journal-12133	92	9	in	in	ADP
american_scientific_journal-12133	92	10	the	the	DET
american_scientific_journal-12133	92	11	results	result	NOUN
american_scientific_journal-12133	92	12	:	:	PUNCT
american_scientific_journal-12133	92	13	pre	pre	ADJ
american_scientific_journal-12133	92	14	-	-	ADJ
american_scientific_journal-12133	92	15	validated	validated	ADJ
american_scientific_journal-12133	92	16	modules	module	NOUN
american_scientific_journal-12133	92	17	and	and	CCONJ
american_scientific_journal-12133	92	18	pr	pr	NOUN
american_scientific_journal-12133	92	19	-	-	PUNCT
american_scientific_journal-12133	92	20	gated	gate	VERB
american_scientific_journal-12133	92	21	plans	plan	NOUN
american_scientific_journal-12133	92	22	suppressed	suppress	VERB
american_scientific_journal-12133	92	23	failed	fail	VERB
american_scientific_journal-12133	92	24	applies	applie	NOUN
american_scientific_journal-12133	92	25	and	and	CCONJ
american_scientific_journal-12133	92	26	shortened	shorten	VERB
american_scientific_journal-12133	92	27	change	change	NOUN
american_scientific_journal-12133	92	28	windows	window	NOUN
american_scientific_journal-12133	92	29	,	,	PUNCT
american_scientific_journal-12133	92	30	which	which	PRON
american_scientific_journal-12133	92	31	in	in	ADP
american_scientific_journal-12133	92	32	turn	turn	NOUN
american_scientific_journal-12133	92	33	compressed	compress	VERB
american_scientific_journal-12133	92	34	cycle	cycle	NOUN
american_scientific_journal-12133	92	35	time	time	NOUN
american_scientific_journal-12133	92	36	for	for	ADP
american_scientific_journal-12133	92	37	volatile	volatile	ADJ
american_scientific_journal-12133	92	38	workloads	workload	NOUN
american_scientific_journal-12133	92	39	and	and	CCONJ
american_scientific_journal-12133	92	40	yielded	yield	VERB
american_scientific_journal-12133	92	41	predictable	predictable	ADJ
american_scientific_journal-12133	92	42	spend	spend	NOUN
american_scientific_journal-12133	92	43	reductions	reduction	NOUN
american_scientific_journal-12133	92	44	through	through	ADP
american_scientific_journal-12133	92	45	cheaper	cheap	ADJ
american_scientific_journal-12133	92	46	defaults	default	NOUN
american_scientific_journal-12133	92	47	encoded	encode	VERB
american_scientific_journal-12133	92	48	in	in	ADP
american_scientific_journal-12133	92	49	reusable	reusable	ADJ
american_scientific_journal-12133	92	50	modules	module	NOUN
american_scientific_journal-12133	92	51	[	[	X
american_scientific_journal-12133	92	52	2	2	NUM
american_scientific_journal-12133	92	53	;	;	PUNCT
american_scientific_journal-12133	92	54	6	6	NUM
american_scientific_journal-12133	92	55	;	;	PUNCT
american_scientific_journal-12133	92	56	7	7	NUM
american_scientific_journal-12133	92	57	]	]	PUNCT
american_scientific_journal-12133	92	58	.	.	PUNCT
american_scientific_journal-12133	93	1	the	the	DET
american_scientific_journal-12133	93	2	third	third	ADJ
american_scientific_journal-12133	93	3	theme	theme	NOUN
american_scientific_journal-12133	93	4	addresses	address	VERB
american_scientific_journal-12133	93	5	the	the	DET
american_scientific_journal-12133	93	6	productive	productive	ADJ
american_scientific_journal-12133	93	7	but	but	CCONJ
american_scientific_journal-12133	93	8	bounded	bound	VERB
american_scientific_journal-12133	93	9	use	use	NOUN
american_scientific_journal-12133	93	10	of	of	ADP
american_scientific_journal-12133	93	11	generative	generative	ADJ
american_scientific_journal-12133	93	12	ai	ai	VERB
american_scientific_journal-12133	93	13	in	in	ADP
american_scientific_journal-12133	93	14	iac	iac	PROPN
american_scientific_journal-12133	93	15	delivery	delivery	NOUN
american_scientific_journal-12133	93	16	.	.	PUNCT
american_scientific_journal-12133	94	1	prompt	prompt	ADJ
american_scientific_journal-12133	94	2	-	-	PUNCT
american_scientific_journal-12133	94	3	generated	generate	VERB
american_scientific_journal-12133	94	4	snippets	snippet	NOUN
american_scientific_journal-12133	94	5	accelerated	accelerate	VERB
american_scientific_journal-12133	94	6	scaffolding	scaffolding	NOUN
american_scientific_journal-12133	94	7	,	,	PUNCT
american_scientific_journal-12133	94	8	variable	variable	ADJ
american_scientific_journal-12133	94	9	maps	map	NOUN
american_scientific_journal-12133	94	10	,	,	PUNCT
american_scientific_journal-12133	94	11	and	and	CCONJ
american_scientific_journal-12133	94	12	example	example	NOUN
american_scientific_journal-12133	94	13	policies	policy	NOUN
american_scientific_journal-12133	94	14	,	,	PUNCT
american_scientific_journal-12133	94	15	yet	yet	CCONJ
american_scientific_journal-12133	94	16	naïve	naïve	ADJ
american_scientific_journal-12133	94	17	generation	generation	NOUN
american_scientific_journal-12133	94	18	introduced	introduce	VERB
american_scientific_journal-12133	94	19	environment	environment	NOUN
american_scientific_journal-12133	94	20	-	-	PUNCT
american_scientific_journal-12133	94	21	blind	blind	ADJ
american_scientific_journal-12133	94	22	defects	defect	NOUN
american_scientific_journal-12133	94	23	such	such	ADJ
american_scientific_journal-12133	94	24	as	as	ADP
american_scientific_journal-12133	94	25	cidr	cidr	PROPN
american_scientific_journal-12133	94	26	conflicts	conflict	NOUN
american_scientific_journal-12133	94	27	or	or	CCONJ
american_scientific_journal-12133	94	28	version	version	NOUN
american_scientific_journal-12133	94	29	drift	drift	NOUN
american_scientific_journal-12133	94	30	.	.	PUNCT
american_scientific_journal-12133	95	1	empirical	empirical	ADJ
american_scientific_journal-12133	95	2	evaluation	evaluation	NOUN
american_scientific_journal-12133	95	3	on	on	ADP
american_scientific_journal-12133	95	4	realistic	realistic	ADJ
american_scientific_journal-12133	95	5	iac	iac	NOUN
american_scientific_journal-12133	95	6	tasks	task	NOUN
american_scientific_journal-12133	95	7	shows	show	VERB
american_scientific_journal-12133	95	8	that	that	SCONJ
american_scientific_journal-12133	95	9	pass@1	pass@1	NOUN
american_scientific_journal-12133	95	10	correctness	correctness	NOUN
american_scientific_journal-12133	95	11	remains	remain	VERB
american_scientific_journal-12133	95	12	limited	limit	VERB
american_scientific_journal-12133	95	13	without	without	ADP
american_scientific_journal-12133	95	14	environment	environment	NOUN
american_scientific_journal-12133	95	15	and	and	CCONJ
american_scientific_journal-12133	95	16	policy	policy	NOUN
american_scientific_journal-12133	95	17	awareness	awareness	NOUN
american_scientific_journal-12133	95	18	,	,	PUNCT
american_scientific_journal-12133	95	19	which	which	PRON
american_scientific_journal-12133	95	20	is	be	AUX
american_scientific_journal-12133	95	21	consistent	consistent	ADJ
american_scientific_journal-12133	95	22	with	with	ADP
american_scientific_journal-12133	95	23	the	the	DET
american_scientific_journal-12133	95	24	need	need	NOUN
american_scientific_journal-12133	95	25	for	for	ADP
american_scientific_journal-12133	95	26	agentic	agentic	ADJ
american_scientific_journal-12133	95	27	orchestration	orchestration	NOUN
american_scientific_journal-12133	95	28	that	that	PRON
american_scientific_journal-12133	95	29	reads	read	VERB
american_scientific_journal-12133	95	30	state	state	NOUN
american_scientific_journal-12133	95	31	,	,	PUNCT
american_scientific_journal-12133	95	32	consults	consult	VERB
american_scientific_journal-12133	95	33	policy	policy	NOUN
american_scientific_journal-12133	95	34	,	,	PUNCT
american_scientific_journal-12133	95	35	and	and	CCONJ
american_scientific_journal-12133	95	36	iterates	iterate	VERB
american_scientific_journal-12133	95	37	under	under	ADP
american_scientific_journal-12133	95	38	ci	ci	NOUN
american_scientific_journal-12133	95	39	control	control	NOUN
american_scientific_journal-12133	96	1	[	[	X
american_scientific_journal-12133	96	2	1	1	NUM
american_scientific_journal-12133	96	3	]	]	PUNCT
american_scientific_journal-12133	96	4	.	.	PUNCT
american_scientific_journal-12133	97	1	when	when	SCONJ
american_scientific_journal-12133	97	2	ai	ai	VERB
american_scientific_journal-12133	97	3	assistance	assistance	NOUN
american_scientific_journal-12133	97	4	is	be	AUX
american_scientific_journal-12133	97	5	embedded	embed	VERB
american_scientific_journal-12133	97	6	as	as	ADP
american_scientific_journal-12133	97	7	a	a	DET
american_scientific_journal-12133	97	8	participant	participant	NOUN
american_scientific_journal-12133	97	9	in	in	ADP
american_scientific_journal-12133	97	10	the	the	DET
american_scientific_journal-12133	97	11	pipeline	pipeline	NOUN
american_scientific_journal-12133	97	12	—	—	PUNCT
american_scientific_journal-12133	97	13	reading	read	VERB
american_scientific_journal-12133	97	14	prior	prior	ADJ
american_scientific_journal-12133	97	15	runs	run	NOUN
american_scientific_journal-12133	97	16	,	,	PUNCT
american_scientific_journal-12133	97	17	proposing	propose	VERB
american_scientific_journal-12133	97	18	diffs	diff	NOUN
american_scientific_journal-12133	97	19	,	,	PUNCT
american_scientific_journal-12133	97	20	and	and	CCONJ
american_scientific_journal-12133	97	21	submitting	submit	VERB
american_scientific_journal-12133	97	22	change	change	NOUN
american_scientific_journal-12133	97	23	sets	set	NOUN
american_scientific_journal-12133	97	24	to	to	ADP
american_scientific_journal-12133	97	25	the	the	DET
american_scientific_journal-12133	97	26	same	same	ADJ
american_scientific_journal-12133	97	27	policy	policy	NOUN
american_scientific_journal-12133	97	28	gates	gate	NOUN
american_scientific_journal-12133	97	29	used	use	VERB
american_scientific_journal-12133	97	30	by	by	ADP
american_scientific_journal-12133	97	31	humans	human	NOUN
american_scientific_journal-12133	97	32	—	—	PUNCT
american_scientific_journal-12133	97	33	quality	quality	NOUN
american_scientific_journal-12133	97	34	converges	converge	NOUN
american_scientific_journal-12133	97	35	without	without	ADP
american_scientific_journal-12133	97	36	sacrificing	sacrifice	VERB
american_scientific_journal-12133	97	37	speed	speed	NOUN
american_scientific_journal-12133	97	38	.	.	PUNCT
american_scientific_journal-12133	98	1	this	this	DET
american_scientific_journal-12133	98	2	integration	integration	NOUN
american_scientific_journal-12133	98	3	reduces	reduce	VERB
american_scientific_journal-12133	98	4	the	the	DET
american_scientific_journal-12133	98	5	cognitive	cognitive	ADJ
american_scientific_journal-12133	98	6	load	load	NOUN
american_scientific_journal-12133	98	7	of	of	ADP
american_scientific_journal-12133	98	8	boilerplate	boilerplate	ADJ
american_scientific_journal-12133	98	9	generation	generation	NOUN
american_scientific_journal-12133	98	10	while	while	SCONJ
american_scientific_journal-12133	98	11	protecting	protect	VERB
american_scientific_journal-12133	98	12	compliance	compliance	NOUN
american_scientific_journal-12133	98	13	and	and	CCONJ
american_scientific_journal-12133	98	14	cost	cost	NOUN
american_scientific_journal-12133	98	15	targets	target	NOUN
american_scientific_journal-12133	98	16	through	through	ADP
american_scientific_journal-12133	98	17	the	the	DET
american_scientific_journal-12133	98	18	same	same	ADJ
american_scientific_journal-12133	98	19	automated	automate	VERB
american_scientific_journal-12133	98	20	guardrails	guardrail	NOUN
american_scientific_journal-12133	98	21	that	that	PRON
american_scientific_journal-12133	98	22	govern	govern	VERB
american_scientific_journal-12133	98	23	human	human	ADJ
american_scientific_journal-12133	98	24	contributions	contribution	NOUN
american_scientific_journal-12133	98	25	[	[	X
american_scientific_journal-12133	98	26	1	1	NUM
american_scientific_journal-12133	98	27	;	;	PUNCT
american_scientific_journal-12133	98	28	4	4	NUM
american_scientific_journal-12133	98	29	;	;	PUNCT
american_scientific_journal-12133	98	30	6	6	NUM
american_scientific_journal-12133	98	31	;	;	PUNCT
american_scientific_journal-12133	98	32	8	8	NUM
american_scientific_journal-12133	98	33	]	]	PUNCT
american_scientific_journal-12133	98	34	.	.	PUNCT
american_scientific_journal-12133	99	1	american	american	ADJ
american_scientific_journal-12133	99	2	academic	academic	ADJ
american_scientific_journal-12133	99	3	scientific	scientific	ADJ
american_scientific_journal-12133	99	4	research	research	NOUN
american_scientific_journal-12133	99	5	journal	journal	NOUN
american_scientific_journal-12133	99	6	for	for	ADP
american_scientific_journal-12133	99	7	engineering	engineering	NOUN
american_scientific_journal-12133	99	8	,	,	PUNCT
american_scientific_journal-12133	99	9	technology	technology	NOUN
american_scientific_journal-12133	99	10	,	,	PUNCT
american_scientific_journal-12133	99	11	and	and	CCONJ
american_scientific_journal-12133	99	12	sciences	science	NOUN
american_scientific_journal-12133	99	13	(	(	PUNCT
american_scientific_journal-12133	99	14	asrjets	asrjet	NOUN
american_scientific_journal-12133	99	15	)	)	PUNCT
american_scientific_journal-12133	99	16	volume	volume	NOUN
american_scientific_journal-12133	99	17	103	103	NUM
american_scientific_journal-12133	99	18	,	,	PUNCT
american_scientific_journal-12133	99	19	no	no	DET
american_scientific_journal-12133	99	20	1	1	NUM
american_scientific_journal-12133	99	21	,	,	PUNCT
american_scientific_journal-12133	99	22	pp	pp	ADV
american_scientific_journal-12133	99	23	443	443	NUM
american_scientific_journal-12133	99	24	-	-	SYM
american_scientific_journal-12133	99	25	452	452	NUM
american_scientific_journal-12133	99	26	450	450	NUM
american_scientific_journal-12133	99	27	to	to	PART
american_scientific_journal-12133	99	28	situate	situate	VERB
american_scientific_journal-12133	99	29	ai	ai	VERB
american_scientific_journal-12133	99	30	’s	’s	PART
american_scientific_journal-12133	99	31	effect	effect	NOUN
american_scientific_journal-12133	99	32	more	more	ADV
american_scientific_journal-12133	99	33	concretely	concretely	ADV
american_scientific_journal-12133	99	34	inside	inside	ADP
american_scientific_journal-12133	99	35	delivery	delivery	NOUN
american_scientific_journal-12133	99	36	governance	governance	NOUN
american_scientific_journal-12133	99	37	,	,	PUNCT
american_scientific_journal-12133	99	38	table	table	NOUN
american_scientific_journal-12133	99	39	2	2	NUM
american_scientific_journal-12133	99	40	organizes	organize	VERB
american_scientific_journal-12133	99	41	a	a	DET
american_scientific_journal-12133	99	42	maturity	maturity	NOUN
american_scientific_journal-12133	99	43	view	view	NOUN
american_scientific_journal-12133	99	44	linking	link	VERB
american_scientific_journal-12133	99	45	automation	automation	NOUN
american_scientific_journal-12133	99	46	gains	gain	NOUN
american_scientific_journal-12133	99	47	with	with	ADP
american_scientific_journal-12133	99	48	failure	failure	NOUN
american_scientific_journal-12133	99	49	modes	mode	NOUN
american_scientific_journal-12133	99	50	and	and	CCONJ
american_scientific_journal-12133	99	51	controls	control	NOUN
american_scientific_journal-12133	99	52	evidenced	evidence	VERB
american_scientific_journal-12133	99	53	in	in	ADP
american_scientific_journal-12133	99	54	the	the	DET
american_scientific_journal-12133	99	55	sources	source	NOUN
american_scientific_journal-12133	99	56	.	.	PUNCT
american_scientific_journal-12133	100	1	the	the	DET
american_scientific_journal-12133	100	2	table	table	NOUN
american_scientific_journal-12133	100	3	supports	support	VERB
american_scientific_journal-12133	100	4	the	the	DET
american_scientific_journal-12133	100	5	discussion	discussion	NOUN
american_scientific_journal-12133	100	6	that	that	PRON
american_scientific_journal-12133	100	7	ai	ai	VERB
american_scientific_journal-12133	100	8	must	must	AUX
american_scientific_journal-12133	100	9	remain	remain	VERB
american_scientific_journal-12133	100	10	ci	ci	NOUN
american_scientific_journal-12133	100	11	-	-	PUNCT
american_scientific_journal-12133	100	12	aware	aware	ADJ
american_scientific_journal-12133	100	13	,	,	PUNCT
american_scientific_journal-12133	100	14	state	state	NOUN
american_scientific_journal-12133	100	15	-	-	PUNCT
american_scientific_journal-12133	100	16	aware	aware	ADJ
american_scientific_journal-12133	100	17	,	,	PUNCT
american_scientific_journal-12133	100	18	and	and	CCONJ
american_scientific_journal-12133	100	19	policy	policy	NOUN
american_scientific_journal-12133	100	20	-	-	PUNCT
american_scientific_journal-12133	100	21	aware	aware	ADJ
american_scientific_journal-12133	100	22	to	to	PART
american_scientific_journal-12133	100	23	translate	translate	VERB
american_scientific_journal-12133	100	24	ideation	ideation	NOUN
american_scientific_journal-12133	100	25	speed	speed	NOUN
american_scientific_journal-12133	100	26	into	into	ADP
american_scientific_journal-12133	100	27	production	production	NOUN
american_scientific_journal-12133	100	28	-	-	PUNCT
american_scientific_journal-12133	100	29	grade	grade	NOUN
american_scientific_journal-12133	100	30	changes	change	NOUN
american_scientific_journal-12133	100	31	without	without	ADP
american_scientific_journal-12133	100	32	increasing	increase	VERB
american_scientific_journal-12133	100	33	remediation	remediation	NOUN
american_scientific_journal-12133	100	34	work	work	NOUN
american_scientific_journal-12133	100	35	.	.	PUNCT
american_scientific_journal-12133	101	1	table	table	NOUN
american_scientific_journal-12133	101	2	2	2	NUM
american_scientific_journal-12133	101	3	:	:	PUNCT
american_scientific_journal-12133	101	4	ai	ai	AUX
american_scientific_journal-12133	101	5	-	-	PUNCT
american_scientific_journal-12133	101	6	assisted	assist	VERB
american_scientific_journal-12133	101	7	iac	iac	NOUN
american_scientific_journal-12133	101	8	workflow	workflow	NOUN
american_scientific_journal-12133	101	9	maturity	maturity	NOUN
american_scientific_journal-12133	101	10	and	and	CCONJ
american_scientific_journal-12133	101	11	risk	risk	NOUN
american_scientific_journal-12133	101	12	controls	control	NOUN
american_scientific_journal-12133	101	13	[	[	X
american_scientific_journal-12133	101	14	1	1	NUM
american_scientific_journal-12133	101	15	;	;	PUNCT
american_scientific_journal-12133	101	16	4	4	NUM
american_scientific_journal-12133	101	17	-	-	SYM
american_scientific_journal-12133	101	18	6	6	NUM
american_scientific_journal-12133	101	19	;	;	PUNCT
american_scientific_journal-12133	101	20	8	8	NUM
american_scientific_journal-12133	101	21	]	]	PUNCT
american_scientific_journal-12133	101	22	maturity	maturity	NOUN
american_scientific_journal-12133	101	23	stage	stage	NOUN
american_scientific_journal-12133	101	24	automation	automation	NOUN
american_scientific_journal-12133	101	25	capability	capability	NOUN
american_scientific_journal-12133	101	26	typical	typical	ADJ
american_scientific_journal-12133	101	27	failure	failure	NOUN
american_scientific_journal-12133	101	28	mode	mode	NOUN
american_scientific_journal-12133	101	29	control	control	NOUN
american_scientific_journal-12133	101	30	mechanisms	mechanism	NOUN
american_scientific_journal-12133	101	31	evidence	evidence	NOUN
american_scientific_journal-12133	101	32	threads	thread	VERB
american_scientific_journal-12133	101	33	prompt	prompt	ADJ
american_scientific_journal-12133	101	34	-	-	PUNCT
american_scientific_journal-12133	101	35	only	only	ADV
american_scientific_journal-12133	101	36	generation	generation	NOUN
american_scientific_journal-12133	101	37	rapid	rapid	ADJ
american_scientific_journal-12133	101	38	snippet	snippet	NOUN
american_scientific_journal-12133	101	39	scaffolding	scaffolding	NOUN
american_scientific_journal-12133	101	40	;	;	PUNCT
american_scientific_journal-12133	101	41	module	module	NOUN
american_scientific_journal-12133	101	42	skeletons	skeleton	NOUN
american_scientific_journal-12133	101	43	environment	environment	NOUN
american_scientific_journal-12133	101	44	-	-	PUNCT
american_scientific_journal-12133	101	45	blind	blind	ADJ
american_scientific_journal-12133	101	46	errors	error	NOUN
american_scientific_journal-12133	101	47	;	;	PUNCT
american_scientific_journal-12133	101	48	version	version	NOUN
american_scientific_journal-12133	101	49	mismatches	mismatch	NOUN
american_scientific_journal-12133	101	50	;	;	PUNCT
american_scientific_journal-12133	101	51	missing	miss	VERB
american_scientific_journal-12133	101	52	org	org	ADJ
american_scientific_journal-12133	101	53	baselines	baseline	NOUN
american_scientific_journal-12133	101	54	mandatory	mandatory	ADJ
american_scientific_journal-12133	101	55	plan	plan	NOUN
american_scientific_journal-12133	101	56	-	-	PUNCT
american_scientific_journal-12133	101	57	time	time	NOUN
american_scientific_journal-12133	101	58	static	static	ADJ
american_scientific_journal-12133	101	59	checks	check	NOUN
american_scientific_journal-12133	101	60	;	;	PUNCT
american_scientific_journal-12133	101	61	provider	provider	NOUN
american_scientific_journal-12133	101	62	pinning	pinning	NOUN
american_scientific_journal-12133	101	63	;	;	PUNCT
american_scientific_journal-12133	101	64	pr	pr	NOUN
american_scientific_journal-12133	101	65	-	-	PUNCT
american_scientific_journal-12133	101	66	gated	gate	VERB
american_scientific_journal-12133	101	67	reviews	review	NOUN
american_scientific_journal-12133	101	68	benchmarking	benchmarke	VERB
american_scientific_journal-12133	101	69	of	of	ADP
american_scientific_journal-12133	101	70	llms	llm	NOUN
american_scientific_journal-12133	101	71	on	on	ADP
american_scientific_journal-12133	101	72	iac	iac	NOUN
american_scientific_journal-12133	101	73	tasks	task	NOUN
american_scientific_journal-12133	101	74	and	and	CCONJ
american_scientific_journal-12133	101	75	practitioner	practitioner	NOUN
american_scientific_journal-12133	101	76	guidance	guidance	NOUN
american_scientific_journal-12133	101	77	contextaugmented	contextaugmente	VERB
american_scientific_journal-12133	101	78	assistance	assistance	NOUN
american_scientific_journal-12133	101	79	retrieval	retrieval	NOUN
american_scientific_journal-12133	101	80	of	of	ADP
american_scientific_journal-12133	101	81	templates	template	NOUN
american_scientific_journal-12133	101	82	,	,	PUNCT
american_scientific_journal-12133	101	83	policies	policy	NOUN
american_scientific_journal-12133	101	84	,	,	PUNCT
american_scientific_journal-12133	101	85	prior	prior	ADV
american_scientific_journal-12133	101	86	plans	plan	VERB
american_scientific_journal-12133	101	87	partial	partial	ADJ
american_scientific_journal-12133	101	88	policy	policy	NOUN
american_scientific_journal-12133	101	89	violations	violation	NOUN
american_scientific_journal-12133	101	90	;	;	PUNCT
american_scientific_journal-12133	101	91	costunaware	costunaware	NOUN
american_scientific_journal-12133	101	92	defaults	default	VERB
american_scientific_journal-12133	101	93	policy	policy	NOUN
american_scientific_journal-12133	101	94	as	as	ADP
american_scientific_journal-12133	101	95	code	code	NOUN
american_scientific_journal-12133	101	96	(	(	PUNCT
american_scientific_journal-12133	101	97	opa	opa	NOUN
american_scientific_journal-12133	101	98	/	/	SYM
american_scientific_journal-12133	101	99	rego	rego	NOUN
american_scientific_journal-12133	101	100	)	)	PUNCT
american_scientific_journal-12133	101	101	,	,	PUNCT
american_scientific_journal-12133	101	102	cost	cost	NOUN
american_scientific_journal-12133	101	103	guardrails	guardrail	NOUN
american_scientific_journal-12133	101	104	,	,	PUNCT
american_scientific_journal-12133	101	105	plan	plan	NOUN
american_scientific_journal-12133	101	106	annotations	annotation	NOUN
american_scientific_journal-12133	101	107	policy	policy	NOUN
american_scientific_journal-12133	101	108	enablement	enablement	NOUN
american_scientific_journal-12133	101	109	and	and	CCONJ
american_scientific_journal-12133	101	110	best	good	ADJ
american_scientific_journal-12133	101	111	-	-	PUNCT
american_scientific_journal-12133	101	112	practice	practice	NOUN
american_scientific_journal-12133	101	113	write	write	NOUN
american_scientific_journal-12133	101	114	-	-	PUNCT
american_scientific_journal-12133	101	115	ups	up	NOUN
american_scientific_journal-12133	101	116	agentic	agentic	NOUN
american_scientific_journal-12133	101	117	,	,	PUNCT
american_scientific_journal-12133	101	118	ciembedded	ciembedde	VERB
american_scientific_journal-12133	101	119	orchestration	orchestration	NOUN
american_scientific_journal-12133	101	120	nl→iac→validatediac	nl→iac→validatediac	PROPN
american_scientific_journal-12133	101	121	loop	loop	NOUN
american_scientific_journal-12133	101	122	with	with	ADP
american_scientific_journal-12133	101	123	state	state	NOUN
american_scientific_journal-12133	101	124	/	/	SYM
american_scientific_journal-12133	101	125	policy	policy	NOUN
american_scientific_journal-12133	101	126	access	access	NOUN
american_scientific_journal-12133	101	127	residual	residual	ADJ
american_scientific_journal-12133	101	128	drift	drift	NOUN
american_scientific_journal-12133	101	129	and	and	CCONJ
american_scientific_journal-12133	101	130	state	state	NOUN
american_scientific_journal-12133	101	131	ownership	ownership	NOUN
american_scientific_journal-12133	101	132	gaps	gap	VERB
american_scientific_journal-12133	101	133	import	import	NOUN
american_scientific_journal-12133	101	134	-	-	PUNCT
american_scientific_journal-12133	101	135	then	then	ADV
american_scientific_journal-12133	101	136	-	-	PUNCT
american_scientific_journal-12133	101	137	codify	codify	VERB
american_scientific_journal-12133	101	138	,	,	PUNCT
american_scientific_journal-12133	101	139	drift	drift	NOUN
american_scientific_journal-12133	101	140	scanners	scanner	NOUN
american_scientific_journal-12133	101	141	,	,	PUNCT
american_scientific_journal-12133	101	142	evidence	evidence	NOUN
american_scientific_journal-12133	101	143	packets	packet	NOUN
american_scientific_journal-12133	101	144	mapped	map	VERB
american_scientific_journal-12133	101	145	to	to	ADP
american_scientific_journal-12133	101	146	nist	nist	PROPN
american_scientific_journal-12133	101	147	controls	control	NOUN
american_scientific_journal-12133	101	148	control	control	NOUN
american_scientific_journal-12133	101	149	catalog	catalog	NOUN
american_scientific_journal-12133	101	150	alignment	alignment	NOUN
american_scientific_journal-12133	101	151	and	and	CCONJ
american_scientific_journal-12133	101	152	scanning	scan	VERB
american_scientific_journal-12133	101	153	practices	practice	NOUN
american_scientific_journal-12133	101	154	placing	place	VERB
american_scientific_journal-12133	101	155	these	these	DET
american_scientific_journal-12133	101	156	stages	stage	NOUN
american_scientific_journal-12133	101	157	in	in	ADP
american_scientific_journal-12133	101	158	the	the	DET
american_scientific_journal-12133	101	159	pipeline	pipeline	NOUN
american_scientific_journal-12133	101	160	perspective	perspective	NOUN
american_scientific_journal-12133	101	161	clarifies	clarify	VERB
american_scientific_journal-12133	101	162	why	why	SCONJ
american_scientific_journal-12133	101	163	the	the	DET
american_scientific_journal-12133	101	164	observed	observed	ADJ
american_scientific_journal-12133	101	165	gains	gain	NOUN
american_scientific_journal-12133	101	166	persisted	persist	VERB
american_scientific_journal-12133	101	167	when	when	SCONJ
american_scientific_journal-12133	101	168	ai	ai	VERB
american_scientific_journal-12133	101	169	support	support	NOUN
american_scientific_journal-12133	101	170	was	be	AUX
american_scientific_journal-12133	101	171	added	add	VERB
american_scientific_journal-12133	101	172	:	:	PUNCT
american_scientific_journal-12133	101	173	because	because	SCONJ
american_scientific_journal-12133	101	174	the	the	DET
american_scientific_journal-12133	101	175	guardrails	guardrail	NOUN
american_scientific_journal-12133	101	176	stayed	stay	VERB
american_scientific_journal-12133	101	177	identical	identical	ADJ
american_scientific_journal-12133	101	178	for	for	ADP
american_scientific_journal-12133	101	179	human	human	ADJ
american_scientific_journal-12133	101	180	and	and	CCONJ
american_scientific_journal-12133	101	181	machine	machine	NOUN
american_scientific_journal-12133	101	182	-	-	PUNCT
american_scientific_journal-12133	101	183	proposed	propose	VERB
american_scientific_journal-12133	101	184	changes	change	NOUN
american_scientific_journal-12133	101	185	,	,	PUNCT
american_scientific_journal-12133	101	186	risk	risk	NOUN
american_scientific_journal-12133	101	187	moved	move	VERB
american_scientific_journal-12133	101	188	left	leave	VERB
american_scientific_journal-12133	101	189	without	without	ADP
american_scientific_journal-12133	101	190	diluting	dilute	VERB
american_scientific_journal-12133	101	191	auditability	auditability	NOUN
american_scientific_journal-12133	101	192	or	or	CCONJ
american_scientific_journal-12133	101	193	control	control	NOUN
american_scientific_journal-12133	101	194	mapping	mapping	NOUN
american_scientific_journal-12133	101	195	.	.	PUNCT
american_scientific_journal-12133	102	1	where	where	SCONJ
american_scientific_journal-12133	102	2	teams	team	NOUN
american_scientific_journal-12133	102	3	relaxed	relax	VERB
american_scientific_journal-12133	102	4	policy	policy	NOUN
american_scientific_journal-12133	102	5	gates	gate	NOUN
american_scientific_journal-12133	102	6	to	to	PART
american_scientific_journal-12133	102	7	accommodate	accommodate	VERB
american_scientific_journal-12133	102	8	ai	ai	PROPN
american_scientific_journal-12133	102	9	output	output	NOUN
american_scientific_journal-12133	102	10	,	,	PUNCT
american_scientific_journal-12133	102	11	remediation	remediation	NOUN
american_scientific_journal-12133	102	12	costs	cost	NOUN
american_scientific_journal-12133	102	13	rose	rise	VERB
american_scientific_journal-12133	102	14	and	and	CCONJ
american_scientific_journal-12133	102	15	erased	erase	VERB
american_scientific_journal-12133	102	16	time	time	NOUN
american_scientific_journal-12133	102	17	savings	saving	NOUN
american_scientific_journal-12133	102	18	,	,	PUNCT
american_scientific_journal-12133	102	19	which	which	PRON
american_scientific_journal-12133	102	20	echoes	echo	VERB
american_scientific_journal-12133	102	21	the	the	DET
american_scientific_journal-12133	102	22	sources	source	NOUN
american_scientific_journal-12133	102	23	’	’	PART
american_scientific_journal-12133	102	24	emphasis	emphasis	NOUN
american_scientific_journal-12133	102	25	on	on	ADP
american_scientific_journal-12133	102	26	keeping	keep	VERB
american_scientific_journal-12133	102	27	governance	governance	NOUN
american_scientific_journal-12133	102	28	premerge	premerge	NOUN
american_scientific_journal-12133	102	29	and	and	CCONJ
american_scientific_journal-12133	102	30	plan	plan	NOUN
american_scientific_journal-12133	102	31	-	-	PUNCT
american_scientific_journal-12133	102	32	centric	centric	ADJ
american_scientific_journal-12133	102	33	[	[	X
american_scientific_journal-12133	102	34	4	4	NUM
american_scientific_journal-12133	102	35	;	;	PUNCT
american_scientific_journal-12133	102	36	6	6	NUM
american_scientific_journal-12133	102	37	;	;	PUNCT
american_scientific_journal-12133	102	38	8	8	NUM
american_scientific_journal-12133	102	39	]	]	PUNCT
american_scientific_journal-12133	102	40	.	.	PUNCT
american_scientific_journal-12133	103	1	alignment	alignment	NOUN
american_scientific_journal-12133	103	2	with	with	ADP
american_scientific_journal-12133	103	3	current	current	ADJ
american_scientific_journal-12133	103	4	control	control	NOUN
american_scientific_journal-12133	103	5	catalogs	catalog	NOUN
american_scientific_journal-12133	103	6	ensured	ensure	VERB
american_scientific_journal-12133	103	7	that	that	SCONJ
american_scientific_journal-12133	103	8	every	every	DET
american_scientific_journal-12133	103	9	execution	execution	NOUN
american_scientific_journal-12133	103	10	left	leave	VERB
american_scientific_journal-12133	103	11	verifiable	verifiable	ADJ
american_scientific_journal-12133	103	12	evidence	evidence	NOUN
american_scientific_journal-12133	103	13	for	for	ADP
american_scientific_journal-12133	103	14	families	family	NOUN
american_scientific_journal-12133	103	15	such	such	ADJ
american_scientific_journal-12133	103	16	as	as	ADP
american_scientific_journal-12133	103	17	access	access	NOUN
american_scientific_journal-12133	103	18	control	control	NOUN
american_scientific_journal-12133	103	19	,	,	PUNCT
american_scientific_journal-12133	103	20	configuration	configuration	NOUN
american_scientific_journal-12133	103	21	management	management	NOUN
american_scientific_journal-12133	103	22	,	,	PUNCT
american_scientific_journal-12133	103	23	and	and	CCONJ
american_scientific_journal-12133	103	24	audit	audit	NOUN
american_scientific_journal-12133	103	25	/	/	SYM
american_scientific_journal-12133	103	26	events	event	NOUN
american_scientific_journal-12133	103	27	,	,	PUNCT
american_scientific_journal-12133	103	28	which	which	PRON
american_scientific_journal-12133	103	29	protects	protect	VERB
american_scientific_journal-12133	103	30	organizations	organization	NOUN
american_scientific_journal-12133	103	31	during	during	ADP
american_scientific_journal-12133	103	32	both	both	CCONJ
american_scientific_journal-12133	103	33	routine	routine	ADJ
american_scientific_journal-12133	103	34	attestations	attestation	NOUN
american_scientific_journal-12133	103	35	and	and	CCONJ
american_scientific_journal-12133	103	36	incident	incident	NOUN
american_scientific_journal-12133	103	37	reconstruction	reconstruction	NOUN
american_scientific_journal-12133	103	38	[	[	X
american_scientific_journal-12133	103	39	5	5	NUM
american_scientific_journal-12133	103	40	]	]	PUNCT
american_scientific_journal-12133	103	41	.	.	PUNCT
american_scientific_journal-12133	104	1	finally	finally	ADV
american_scientific_journal-12133	104	2	,	,	PUNCT
american_scientific_journal-12133	104	3	the	the	DET
american_scientific_journal-12133	104	4	synthesis	synthesis	NOUN
american_scientific_journal-12133	104	5	of	of	ADP
american_scientific_journal-12133	104	6	tool	tool	NOUN
american_scientific_journal-12133	104	7	choice	choice	NOUN
american_scientific_journal-12133	104	8	,	,	PUNCT
american_scientific_journal-12133	104	9	governance	governance	NOUN
american_scientific_journal-12133	104	10	placement	placement	NOUN
american_scientific_journal-12133	104	11	,	,	PUNCT
american_scientific_journal-12133	104	12	and	and	CCONJ
american_scientific_journal-12133	104	13	ai	ai	PRON
american_scientific_journal-12133	104	14	enablement	enablement	NOUN
american_scientific_journal-12133	104	15	explains	explain	VERB
american_scientific_journal-12133	104	16	the	the	DET
american_scientific_journal-12133	104	17	pattern	pattern	NOUN
american_scientific_journal-12133	104	18	reported	report	VERB
american_scientific_journal-12133	104	19	in	in	ADP
american_scientific_journal-12133	104	20	the	the	DET
american_scientific_journal-12133	104	21	results	result	NOUN
american_scientific_journal-12133	104	22	:	:	PUNCT
american_scientific_journal-12133	104	23	thinner	thin	ADJ
american_scientific_journal-12133	104	24	cross	cross	ADJ
american_scientific_journal-12133	104	25	-	-	ADJ
american_scientific_journal-12133	104	26	cloud	cloud	ADJ
american_scientific_journal-12133	104	27	abstractions	abstraction	NOUN
american_scientific_journal-12133	104	28	stabilized	stabilize	VERB
american_scientific_journal-12133	104	29	portability	portability	NOUN
american_scientific_journal-12133	104	30	;	;	PUNCT
american_scientific_journal-12133	104	31	automated	automate	VERB
american_scientific_journal-12133	104	32	policies	policy	NOUN
american_scientific_journal-12133	104	33	and	and	CCONJ
american_scientific_journal-12133	104	34	cost	cost	NOUN
american_scientific_journal-12133	104	35	checks	check	NOUN
american_scientific_journal-12133	104	36	preserved	preserve	VERB
american_scientific_journal-12133	104	37	reliability	reliability	NOUN
american_scientific_journal-12133	104	38	and	and	CCONJ
american_scientific_journal-12133	104	39	spend	spend	VERB
american_scientific_journal-12133	104	40	discipline	discipline	NOUN
american_scientific_journal-12133	104	41	;	;	PUNCT
american_scientific_journal-12133	104	42	and	and	CCONJ
american_scientific_journal-12133	104	43	ai	ai	AUX
american_scientific_journal-12133	104	44	delivered	deliver	VERB
american_scientific_journal-12133	104	45	sustainable	sustainable	ADJ
american_scientific_journal-12133	104	46	acceleration	acceleration	NOUN
american_scientific_journal-12133	104	47	only	only	ADV
american_scientific_journal-12133	104	48	when	when	SCONJ
american_scientific_journal-12133	104	49	embedded	embed	VERB
american_scientific_journal-12133	104	50	in	in	ADP
american_scientific_journal-12133	104	51	ci	ci	NOUN
american_scientific_journal-12133	104	52	-	-	PUNCT
american_scientific_journal-12133	104	53	aware	aware	ADJ
american_scientific_journal-12133	104	54	,	,	PUNCT
american_scientific_journal-12133	104	55	stateaware	stateaware	NOUN
american_scientific_journal-12133	104	56	loops	loop	NOUN
american_scientific_journal-12133	104	57	.	.	PUNCT
american_scientific_journal-12133	105	1	together	together	ADV
american_scientific_journal-12133	105	2	,	,	PUNCT
american_scientific_journal-12133	105	3	these	these	DET
american_scientific_journal-12133	105	4	conditions	condition	NOUN
american_scientific_journal-12133	105	5	produce	produce	VERB
american_scientific_journal-12133	105	6	the	the	DET
american_scientific_journal-12133	105	7	reported	report	VERB
american_scientific_journal-12133	105	8	reductions	reduction	NOUN
american_scientific_journal-12133	105	9	in	in	ADP
american_scientific_journal-12133	105	10	setup	setup	NOUN
american_scientific_journal-12133	105	11	time	time	NOUN
american_scientific_journal-12133	105	12	and	and	CCONJ
american_scientific_journal-12133	105	13	configuration	configuration	NOUN
american_scientific_journal-12133	105	14	defects	defect	NOUN
american_scientific_journal-12133	105	15	and	and	CCONJ
american_scientific_journal-12133	105	16	support	support	VERB
american_scientific_journal-12133	105	17	the	the	DET
american_scientific_journal-12133	105	18	economic	economic	ADJ
american_scientific_journal-12133	105	19	signal	signal	NOUN
american_scientific_journal-12133	105	20	of	of	ADP
american_scientific_journal-12133	105	21	lower	low	ADJ
american_scientific_journal-12133	105	22	failed	fail	VERB
american_scientific_journal-12133	105	23	applies	applie	NOUN
american_scientific_journal-12133	105	24	and	and	CCONJ
american_scientific_journal-12133	105	25	faster	fast	ADJ
american_scientific_journal-12133	105	26	remediation	remediation	NOUN
american_scientific_journal-12133	105	27	,	,	PUNCT
american_scientific_journal-12133	105	28	while	while	SCONJ
american_scientific_journal-12133	105	29	preserving	preserve	VERB
american_scientific_journal-12133	105	30	conformance	conformance	NOUN
american_scientific_journal-12133	105	31	and	and	CCONJ
american_scientific_journal-12133	105	32	making	make	VERB
american_scientific_journal-12133	105	33	multi	multi	ADJ
american_scientific_journal-12133	105	34	-	-	ADJ
american_scientific_journal-12133	105	35	cloud	cloud	ADJ
american_scientific_journal-12133	105	36	estates	estate	NOUN
american_scientific_journal-12133	105	37	tractable	tractable	ADJ
american_scientific_journal-12133	105	38	at	at	ADP
american_scientific_journal-12133	105	39	scale	scale	NOUN
american_scientific_journal-12133	105	40	.	.	PUNCT
american_scientific_journal-12133	106	1	the	the	DET
american_scientific_journal-12133	106	2	study	study	NOUN
american_scientific_journal-12133	106	3	follows	follow	VERB
american_scientific_journal-12133	106	4	an	an	DET
american_scientific_journal-12133	106	5	analytic	analytic	ADJ
american_scientific_journal-12133	106	6	synthesis	synthesis	NOUN
american_scientific_journal-12133	106	7	design	design	NOUN
american_scientific_journal-12133	106	8	grounded	ground	VERB
american_scientific_journal-12133	106	9	in	in	ADP
american_scientific_journal-12133	106	10	comparative	comparative	ADJ
american_scientific_journal-12133	106	11	tooling	tooling	NOUN
american_scientific_journal-12133	106	12	analysis	analysis	NOUN
american_scientific_journal-12133	106	13	,	,	PUNCT
american_scientific_journal-12133	106	14	practitioner	practitioner	NOUN
american_scientific_journal-12133	106	15	guidance	guidance	NOUN
american_scientific_journal-12133	106	16	,	,	PUNCT
american_scientific_journal-12133	106	17	and	and	CCONJ
american_scientific_journal-12133	106	18	standards	standard	NOUN
american_scientific_journal-12133	106	19	releases	release	VERB
american_scientific_journal-12133	106	20	rather	rather	ADV
american_scientific_journal-12133	106	21	than	than	ADP
american_scientific_journal-12133	106	22	a	a	DET
american_scientific_journal-12133	106	23	controlled	control	VERB
american_scientific_journal-12133	106	24	experiment	experiment	NOUN
american_scientific_journal-12133	106	25	.	.	PUNCT
american_scientific_journal-12133	107	1	reported	report	VERB
american_scientific_journal-12133	107	2	deltas	delta	NOUN
american_scientific_journal-12133	107	3	for	for	ADP
american_scientific_journal-12133	107	4	setup	setup	NOUN
american_scientific_journal-12133	107	5	time	time	NOUN
american_scientific_journal-12133	107	6	,	,	PUNCT
american_scientific_journal-12133	107	7	recurrent	recurrent	ADJ
american_scientific_journal-12133	107	8	configuration	configuration	NOUN
american_scientific_journal-12133	107	9	defects	defect	NOUN
american_scientific_journal-12133	107	10	,	,	PUNCT
american_scientific_journal-12133	107	11	cost	cost	NOUN
american_scientific_journal-12133	107	12	relief	relief	NOUN
american_scientific_journal-12133	107	13	,	,	PUNCT
american_scientific_journal-12133	107	14	and	and	CCONJ
american_scientific_journal-12133	107	15	cycle	cycle	NOUN
american_scientific_journal-12133	107	16	acceleration	acceleration	NOUN
american_scientific_journal-12133	107	17	were	be	AUX
american_scientific_journal-12133	107	18	derived	derive	VERB
american_scientific_journal-12133	107	19	from	from	ADP
american_scientific_journal-12133	107	20	configuration	configuration	NOUN
american_scientific_journal-12133	107	21	analysis	analysis	NOUN
american_scientific_journal-12133	107	22	of	of	ADP
american_scientific_journal-12133	107	23	reusable	reusable	ADJ
american_scientific_journal-12133	107	24	terraform	terraform	NOUN
american_scientific_journal-12133	107	25	modules	module	NOUN
american_scientific_journal-12133	107	26	and	and	CCONJ
american_scientific_journal-12133	107	27	cloudformation	cloudformation	NOUN
american_scientific_journal-12133	107	28	templates	template	NOUN
american_scientific_journal-12133	107	29	in	in	ADP
american_scientific_journal-12133	107	30	pipelines	pipeline	NOUN
american_scientific_journal-12133	107	31	that	that	PRON
american_scientific_journal-12133	107	32	adopted	adopt	VERB
american_scientific_journal-12133	107	33	pre	pre	ADJ
american_scientific_journal-12133	107	34	-	-	ADJ
american_scientific_journal-12133	107	35	merge	merge	ADJ
american_scientific_journal-12133	107	36	policy	policy	NOUN
american_scientific_journal-12133	107	37	gates	gate	NOUN
american_scientific_journal-12133	107	38	and	and	CCONJ
american_scientific_journal-12133	107	39	curated	curate	VERB
american_scientific_journal-12133	107	40	module	module	NOUN
american_scientific_journal-12133	107	41	american	american	ADJ
american_scientific_journal-12133	107	42	academic	academic	ADJ
american_scientific_journal-12133	107	43	scientific	scientific	ADJ
american_scientific_journal-12133	107	44	research	research	NOUN
american_scientific_journal-12133	107	45	journal	journal	NOUN
american_scientific_journal-12133	107	46	for	for	ADP
american_scientific_journal-12133	107	47	engineering	engineering	NOUN
american_scientific_journal-12133	107	48	,	,	PUNCT
american_scientific_journal-12133	107	49	technology	technology	NOUN
american_scientific_journal-12133	107	50	,	,	PUNCT
american_scientific_journal-12133	107	51	and	and	CCONJ
american_scientific_journal-12133	107	52	sciences	science	NOUN
american_scientific_journal-12133	107	53	(	(	PUNCT
american_scientific_journal-12133	107	54	asrjets	asrjet	NOUN
american_scientific_journal-12133	107	55	)	)	PUNCT
american_scientific_journal-12133	107	56	volume	volume	NOUN
american_scientific_journal-12133	107	57	103	103	NUM
american_scientific_journal-12133	107	58	,	,	PUNCT
american_scientific_journal-12133	107	59	no	no	DET
american_scientific_journal-12133	107	60	1	1	NUM
american_scientific_journal-12133	107	61	,	,	PUNCT
american_scientific_journal-12133	107	62	pp	pp	ADV
american_scientific_journal-12133	107	63	443	443	NUM
american_scientific_journal-12133	107	64	-	-	SYM
american_scientific_journal-12133	107	65	452	452	NUM
american_scientific_journal-12133	107	66	451	451	NUM
american_scientific_journal-12133	107	67	registries	registry	NOUN
american_scientific_journal-12133	107	68	;	;	PUNCT
american_scientific_journal-12133	107	69	no	no	DET
american_scientific_journal-12133	107	70	randomized	randomize	VERB
american_scientific_journal-12133	107	71	allocation	allocation	NOUN
american_scientific_journal-12133	107	72	of	of	ADP
american_scientific_journal-12133	107	73	teams	team	NOUN
american_scientific_journal-12133	107	74	or	or	CCONJ
american_scientific_journal-12133	107	75	workloads	workload	NOUN
american_scientific_journal-12133	107	76	was	be	AUX
american_scientific_journal-12133	107	77	performed	perform	VERB
american_scientific_journal-12133	107	78	,	,	PUNCT
american_scientific_journal-12133	107	79	and	and	CCONJ
american_scientific_journal-12133	107	80	no	no	DET
american_scientific_journal-12133	107	81	blinding	blinding	NOUN
american_scientific_journal-12133	107	82	was	be	AUX
american_scientific_journal-12133	107	83	possible	possible	ADJ
american_scientific_journal-12133	107	84	.	.	PUNCT
american_scientific_journal-12133	108	1	selection	selection	NOUN
american_scientific_journal-12133	108	2	bias	bias	NOUN
american_scientific_journal-12133	108	3	toward	toward	ADP
american_scientific_journal-12133	108	4	organizations	organization	NOUN
american_scientific_journal-12133	108	5	mature	mature	VERB
american_scientific_journal-12133	108	6	enough	enough	ADV
american_scientific_journal-12133	108	7	to	to	PART
american_scientific_journal-12133	108	8	expose	expose	VERB
american_scientific_journal-12133	108	9	policy	policy	NOUN
american_scientific_journal-12133	108	10	and	and	CCONJ
american_scientific_journal-12133	108	11	cost	cost	NOUN
american_scientific_journal-12133	108	12	signals	signal	NOUN
american_scientific_journal-12133	108	13	in	in	ADP
american_scientific_journal-12133	108	14	code	code	NOUN
american_scientific_journal-12133	108	15	reviews	review	NOUN
american_scientific_journal-12133	108	16	can	can	AUX
american_scientific_journal-12133	108	17	inflate	inflate	VERB
american_scientific_journal-12133	108	18	observed	observed	ADJ
american_scientific_journal-12133	108	19	improvements	improvement	NOUN
american_scientific_journal-12133	108	20	relative	relative	ADJ
american_scientific_journal-12133	108	21	to	to	ADP
american_scientific_journal-12133	108	22	greenfield	greenfield	NOUN
american_scientific_journal-12133	108	23	settings	setting	NOUN
american_scientific_journal-12133	108	24	[	[	X
american_scientific_journal-12133	108	25	2	2	NUM
american_scientific_journal-12133	108	26	;	;	PUNCT
american_scientific_journal-12133	108	27	6–8	6–8	X
american_scientific_journal-12133	108	28	]	]	PUNCT
american_scientific_journal-12133	108	29	.	.	PUNCT
american_scientific_journal-12133	109	1	generalizability	generalizability	NOUN
american_scientific_journal-12133	109	2	is	be	AUX
american_scientific_journal-12133	109	3	bounded	bound	VERB
american_scientific_journal-12133	109	4	by	by	ADP
american_scientific_journal-12133	109	5	provider	provider	NOUN
american_scientific_journal-12133	109	6	version	version	NOUN
american_scientific_journal-12133	109	7	churn	churn	NOUN
american_scientific_journal-12133	109	8	,	,	PUNCT
american_scientific_journal-12133	109	9	service	service	NOUN
american_scientific_journal-12133	109	10	availability	availability	NOUN
american_scientific_journal-12133	109	11	across	across	ADP
american_scientific_journal-12133	109	12	regions	region	NOUN
american_scientific_journal-12133	109	13	,	,	PUNCT
american_scientific_journal-12133	109	14	and	and	CCONJ
american_scientific_journal-12133	109	15	organization	organization	NOUN
american_scientific_journal-12133	109	16	size	size	NOUN
american_scientific_journal-12133	109	17	.	.	PUNCT
american_scientific_journal-12133	110	1	stacks	stack	NOUN
american_scientific_journal-12133	110	2	dominated	dominate	VERB
american_scientific_journal-12133	110	3	by	by	ADP
american_scientific_journal-12133	110	4	serverless	serverless	NOUN
american_scientific_journal-12133	110	5	managed	manage	VERB
american_scientific_journal-12133	110	6	runtimes	runtime	NOUN
american_scientific_journal-12133	110	7	or	or	CCONJ
american_scientific_journal-12133	110	8	highly	highly	ADV
american_scientific_journal-12133	110	9	opinionated	opinionated	ADJ
american_scientific_journal-12133	110	10	platform	platform	NOUN
american_scientific_journal-12133	110	11	layers	layer	NOUN
american_scientific_journal-12133	110	12	may	may	AUX
american_scientific_journal-12133	110	13	experience	experience	VERB
american_scientific_journal-12133	110	14	different	different	ADJ
american_scientific_journal-12133	110	15	failure	failure	NOUN
american_scientific_journal-12133	110	16	surfaces	surface	NOUN
american_scientific_journal-12133	110	17	than	than	SCONJ
american_scientific_journal-12133	110	18	vmor	vmor	VERB
american_scientific_journal-12133	110	19	container	container	NOUN
american_scientific_journal-12133	110	20	-	-	PUNCT
american_scientific_journal-12133	110	21	centric	centric	ADJ
american_scientific_journal-12133	110	22	estates	estate	NOUN
american_scientific_journal-12133	110	23	.	.	PUNCT
american_scientific_journal-12133	111	1	the	the	DET
american_scientific_journal-12133	111	2	mapping	mapping	NOUN
american_scientific_journal-12133	111	3	of	of	ADP
american_scientific_journal-12133	111	4	automated	automate	VERB
american_scientific_journal-12133	111	5	checks	check	NOUN
american_scientific_journal-12133	111	6	to	to	ADP
american_scientific_journal-12133	111	7	nist	nist	NOUN
american_scientific_journal-12133	111	8	sp	sp	ADP
american_scientific_journal-12133	111	9	800	800	NUM
american_scientific_journal-12133	111	10	-	-	SYM
american_scientific_journal-12133	111	11	53	53	NUM
american_scientific_journal-12133	111	12	control	control	NOUN
american_scientific_journal-12133	111	13	families	family	NOUN
american_scientific_journal-12133	111	14	reflects	reflect	VERB
american_scientific_journal-12133	111	15	the	the	DET
american_scientific_journal-12133	111	16	current	current	ADJ
american_scientific_journal-12133	111	17	revision	revision	NOUN
american_scientific_journal-12133	111	18	stream	stream	NOUN
american_scientific_journal-12133	111	19	;	;	PUNCT
american_scientific_journal-12133	111	20	changes	change	NOUN
american_scientific_journal-12133	111	21	in	in	ADP
american_scientific_journal-12133	111	22	catalog	catalog	NOUN
american_scientific_journal-12133	111	23	structure	structure	NOUN
american_scientific_journal-12133	111	24	or	or	CCONJ
american_scientific_journal-12133	111	25	assessment	assessment	NOUN
american_scientific_journal-12133	111	26	procedures	procedure	NOUN
american_scientific_journal-12133	111	27	can	can	AUX
american_scientific_journal-12133	111	28	alter	alter	VERB
american_scientific_journal-12133	111	29	evidence	evidence	NOUN
american_scientific_journal-12133	111	30	packaging	packaging	NOUN
american_scientific_journal-12133	111	31	requirements	requirement	NOUN
american_scientific_journal-12133	111	32	over	over	ADP
american_scientific_journal-12133	111	33	time	time	NOUN
american_scientific_journal-12133	111	34	[	[	X
american_scientific_journal-12133	111	35	5	5	NUM
american_scientific_journal-12133	111	36	]	]	PUNCT
american_scientific_journal-12133	111	37	.	.	PUNCT
american_scientific_journal-12133	112	1	cost	cost	NOUN
american_scientific_journal-12133	112	2	outcomes	outcome	NOUN
american_scientific_journal-12133	112	3	rely	rely	VERB
american_scientific_journal-12133	112	4	on	on	ADP
american_scientific_journal-12133	112	5	guardrails	guardrail	NOUN
american_scientific_journal-12133	112	6	that	that	PRON
american_scientific_journal-12133	112	7	enforce	enforce	NOUN
american_scientific_journal-12133	112	8	skus	sku	NOUN
american_scientific_journal-12133	112	9	,	,	PUNCT
american_scientific_journal-12133	112	10	storage	storage	NOUN
american_scientific_journal-12133	112	11	lifecycles	lifecycle	NOUN
american_scientific_journal-12133	112	12	,	,	PUNCT
american_scientific_journal-12133	112	13	and	and	CCONJ
american_scientific_journal-12133	112	14	tagging	tag	VERB
american_scientific_journal-12133	112	15	discipline	discipline	NOUN
american_scientific_journal-12133	112	16	at	at	ADP
american_scientific_journal-12133	112	17	plan	plan	NOUN
american_scientific_journal-12133	112	18	time	time	NOUN
american_scientific_journal-12133	112	19	;	;	PUNCT
american_scientific_journal-12133	112	20	environments	environment	NOUN
american_scientific_journal-12133	112	21	without	without	ADP
american_scientific_journal-12133	112	22	consistent	consistent	ADJ
american_scientific_journal-12133	112	23	billing	billing	NOUN
american_scientific_journal-12133	112	24	labels	label	NOUN
american_scientific_journal-12133	112	25	or	or	CCONJ
american_scientific_journal-12133	112	26	with	with	ADP
american_scientific_journal-12133	112	27	atypical	atypical	ADJ
american_scientific_journal-12133	112	28	discounting	discounting	NOUN
american_scientific_journal-12133	112	29	may	may	AUX
american_scientific_journal-12133	112	30	not	not	PART
american_scientific_journal-12133	112	31	reproduce	reproduce	VERB
american_scientific_journal-12133	112	32	the	the	DET
american_scientific_journal-12133	112	33	same	same	ADJ
american_scientific_journal-12133	112	34	relief	relief	NOUN
american_scientific_journal-12133	112	35	signal	signal	NOUN
american_scientific_journal-12133	112	36	.	.	PUNCT
american_scientific_journal-12133	113	1	5.conclusion	5.conclusion	NUM
american_scientific_journal-12133	113	2	the	the	DET
american_scientific_journal-12133	113	3	investigation	investigation	NOUN
american_scientific_journal-12133	113	4	confirms	confirm	VERB
american_scientific_journal-12133	113	5	that	that	SCONJ
american_scientific_journal-12133	113	6	reliable	reliable	ADJ
american_scientific_journal-12133	113	7	and	and	CCONJ
american_scientific_journal-12133	113	8	economical	economical	ADJ
american_scientific_journal-12133	113	9	multi	multi	ADJ
american_scientific_journal-12133	113	10	-	-	ADJ
american_scientific_journal-12133	113	11	cloud	cloud	ADJ
american_scientific_journal-12133	113	12	delivery	delivery	NOUN
american_scientific_journal-12133	113	13	emerges	emerge	VERB
american_scientific_journal-12133	113	14	from	from	ADP
american_scientific_journal-12133	113	15	three	three	NUM
american_scientific_journal-12133	113	16	mutually	mutually	ADV
american_scientific_journal-12133	113	17	reinforcing	reinforce	VERB
american_scientific_journal-12133	113	18	levers	lever	NOUN
american_scientific_journal-12133	113	19	.	.	PUNCT
american_scientific_journal-12133	114	1	first	first	ADV
american_scientific_journal-12133	114	2	,	,	PUNCT
american_scientific_journal-12133	114	3	portability	portability	NOUN
american_scientific_journal-12133	114	4	stabilizes	stabilize	VERB
american_scientific_journal-12133	114	5	when	when	SCONJ
american_scientific_journal-12133	114	6	abstractions	abstraction	NOUN
american_scientific_journal-12133	114	7	stay	stay	VERB
american_scientific_journal-12133	114	8	thin	thin	ADJ
american_scientific_journal-12133	114	9	:	:	PUNCT
american_scientific_journal-12133	114	10	shared	share	VERB
american_scientific_journal-12133	114	11	state	state	NOUN
american_scientific_journal-12133	114	12	backends	backend	NOUN
american_scientific_journal-12133	114	13	,	,	PUNCT
american_scientific_journal-12133	114	14	tagging	tagging	NOUN
american_scientific_journal-12133	114	15	,	,	PUNCT
american_scientific_journal-12133	114	16	and	and	CCONJ
american_scientific_journal-12133	114	17	policy	policy	NOUN
american_scientific_journal-12133	114	18	vocabulary	vocabulary	NOUN
american_scientific_journal-12133	114	19	coexist	coexist	VERB
american_scientific_journal-12133	114	20	with	with	ADP
american_scientific_journal-12133	114	21	provider	provider	NOUN
american_scientific_journal-12133	114	22	-	-	PUNCT
american_scientific_journal-12133	114	23	native	native	ADJ
american_scientific_journal-12133	114	24	modules	module	NOUN
american_scientific_journal-12133	114	25	,	,	PUNCT
american_scientific_journal-12133	114	26	which	which	PRON
american_scientific_journal-12133	114	27	improves	improve	VERB
american_scientific_journal-12133	114	28	debuggability	debuggability	NOUN
american_scientific_journal-12133	114	29	and	and	CCONJ
american_scientific_journal-12133	114	30	preserves	preserve	VERB
american_scientific_journal-12133	114	31	service	service	NOUN
american_scientific_journal-12133	114	32	fidelity	fidelity	PROPN
american_scientific_journal-12133	114	33	.	.	PUNCT
american_scientific_journal-12133	115	1	second	second	ADJ
american_scientific_journal-12133	115	2	,	,	PUNCT
american_scientific_journal-12133	115	3	governance	governance	NOUN
american_scientific_journal-12133	115	4	gains	gain	NOUN
american_scientific_journal-12133	115	5	persist	persist	VERB
american_scientific_journal-12133	115	6	when	when	SCONJ
american_scientific_journal-12133	115	7	policy	policy	NOUN
american_scientific_journal-12133	115	8	-	-	PUNCT
american_scientific_journal-12133	115	9	as	as	ADP
american_scientific_journal-12133	115	10	-	-	PUNCT
american_scientific_journal-12133	115	11	code	code	NOUN
american_scientific_journal-12133	115	12	and	and	CCONJ
american_scientific_journal-12133	115	13	static	static	ADJ
american_scientific_journal-12133	115	14	analysis	analysis	NOUN
american_scientific_journal-12133	115	15	run	run	VERB
american_scientific_journal-12133	115	16	pre	pre	ADJ
american_scientific_journal-12133	115	17	-	-	VERB
american_scientific_journal-12133	115	18	merge	merge	ADJ
american_scientific_journal-12133	115	19	and	and	CCONJ
american_scientific_journal-12133	115	20	at	at	ADP
american_scientific_journal-12133	115	21	plan	plan	NOUN
american_scientific_journal-12133	115	22	time	time	NOUN
american_scientific_journal-12133	115	23	,	,	PUNCT
american_scientific_journal-12133	115	24	with	with	ADP
american_scientific_journal-12133	115	25	evidence	evidence	NOUN
american_scientific_journal-12133	115	26	mapped	map	VERB
american_scientific_journal-12133	115	27	to	to	ADP
american_scientific_journal-12133	115	28	nist	nist	NOUN
american_scientific_journal-12133	115	29	800	800	NUM
american_scientific_journal-12133	115	30	-	-	SYM
american_scientific_journal-12133	115	31	53	53	NUM
american_scientific_journal-12133	115	32	;	;	PUNCT
american_scientific_journal-12133	115	33	this	this	DET
american_scientific_journal-12133	115	34	placement	placement	NOUN
american_scientific_journal-12133	115	35	lowers	lower	VERB
american_scientific_journal-12133	115	36	remediation	remediation	NOUN
american_scientific_journal-12133	115	37	cost	cost	NOUN
american_scientific_journal-12133	115	38	,	,	PUNCT
american_scientific_journal-12133	115	39	increases	increase	VERB
american_scientific_journal-12133	115	40	audit	audit	NOUN
american_scientific_journal-12133	115	41	determinism	determinism	NOUN
american_scientific_journal-12133	115	42	,	,	PUNCT
american_scientific_journal-12133	115	43	and	and	CCONJ
american_scientific_journal-12133	115	44	reduces	reduce	VERB
american_scientific_journal-12133	115	45	recurrent	recurrent	ADJ
american_scientific_journal-12133	115	46	misconfigurations	misconfiguration	NOUN
american_scientific_journal-12133	115	47	.	.	PUNCT
american_scientific_journal-12133	116	1	third	third	ADJ
american_scientific_journal-12133	116	2	,	,	PUNCT
american_scientific_journal-12133	116	3	generative	generative	ADJ
american_scientific_journal-12133	116	4	ai	ai	AUX
american_scientific_journal-12133	116	5	contributes	contribute	VERB
american_scientific_journal-12133	116	6	sustainable	sustainable	ADJ
american_scientific_journal-12133	116	7	acceleration	acceleration	NOUN
american_scientific_journal-12133	116	8	only	only	ADV
american_scientific_journal-12133	116	9	when	when	SCONJ
american_scientific_journal-12133	116	10	embedded	embed	VERB
american_scientific_journal-12133	116	11	inside	inside	ADP
american_scientific_journal-12133	116	12	ci	ci	PROPN
american_scientific_journal-12133	116	13	as	as	ADP
american_scientific_journal-12133	116	14	a	a	DET
american_scientific_journal-12133	116	15	state	state	NOUN
american_scientific_journal-12133	116	16	-	-	PUNCT
american_scientific_journal-12133	116	17	aware	aware	ADJ
american_scientific_journal-12133	116	18	,	,	PUNCT
american_scientific_journal-12133	116	19	policy	policy	NOUN
american_scientific_journal-12133	116	20	-	-	PUNCT
american_scientific_journal-12133	116	21	aware	aware	ADJ
american_scientific_journal-12133	116	22	participant	participant	NOUN
american_scientific_journal-12133	116	23	that	that	PRON
american_scientific_journal-12133	116	24	proposes	propose	VERB
american_scientific_journal-12133	116	25	diffs	diff	NOUN
american_scientific_journal-12133	116	26	,	,	PUNCT
american_scientific_journal-12133	116	27	consumes	consume	NOUN
american_scientific_journal-12133	116	28	prior	prior	ADJ
american_scientific_journal-12133	116	29	runs	run	NOUN
american_scientific_journal-12133	116	30	,	,	PUNCT
american_scientific_journal-12133	116	31	and	and	CCONJ
american_scientific_journal-12133	116	32	passes	pass	VERB
american_scientific_journal-12133	116	33	through	through	ADP
american_scientific_journal-12133	116	34	identical	identical	ADJ
american_scientific_journal-12133	116	35	guardrails	guardrail	NOUN
american_scientific_journal-12133	116	36	as	as	ADP
american_scientific_journal-12133	116	37	human	human	ADJ
american_scientific_journal-12133	116	38	changes	change	NOUN
american_scientific_journal-12133	116	39	.	.	PUNCT
american_scientific_journal-12133	117	1	the	the	DET
american_scientific_journal-12133	117	2	combined	combined	ADJ
american_scientific_journal-12133	117	3	effect	effect	NOUN
american_scientific_journal-12133	117	4	aligns	align	VERB
american_scientific_journal-12133	117	5	with	with	ADP
american_scientific_journal-12133	117	6	the	the	DET
american_scientific_journal-12133	117	7	reported	report	VERB
american_scientific_journal-12133	117	8	performance	performance	NOUN
american_scientific_journal-12133	117	9	:	:	PUNCT
american_scientific_journal-12133	117	10	about	about	ADP
american_scientific_journal-12133	117	11	a	a	DET
american_scientific_journal-12133	117	12	40	40	NUM
american_scientific_journal-12133	117	13	%	%	NOUN
american_scientific_journal-12133	117	14	reduction	reduction	NOUN
american_scientific_journal-12133	117	15	in	in	ADP
american_scientific_journal-12133	117	16	initial	initial	ADJ
american_scientific_journal-12133	117	17	setup	setup	NOUN
american_scientific_journal-12133	117	18	time	time	NOUN
american_scientific_journal-12133	117	19	,	,	PUNCT
american_scientific_journal-12133	117	20	a	a	DET
american_scientific_journal-12133	117	21	~50	~50	NUM
american_scientific_journal-12133	117	22	%	%	NOUN
american_scientific_journal-12133	117	23	drop	drop	NOUN
american_scientific_journal-12133	117	24	in	in	ADP
american_scientific_journal-12133	117	25	recurring	recur	VERB
american_scientific_journal-12133	117	26	configuration	configuration	NOUN
american_scientific_journal-12133	117	27	defects	defect	NOUN
american_scientific_journal-12133	117	28	,	,	PUNCT
american_scientific_journal-12133	117	29	~15	~15	NOUN
american_scientific_journal-12133	117	30	%	%	NOUN
american_scientific_journal-12133	117	31	cost	cost	NOUN
american_scientific_journal-12133	117	32	relief	relief	NOUN
american_scientific_journal-12133	117	33	for	for	ADP
american_scientific_journal-12133	117	34	smes	sme	NOUN
american_scientific_journal-12133	117	35	,	,	PUNCT
american_scientific_journal-12133	117	36	and	and	CCONJ
american_scientific_journal-12133	117	37	~30	~30	ADP
american_scientific_journal-12133	117	38	%	%	NOUN
american_scientific_journal-12133	117	39	faster	fast	ADJ
american_scientific_journal-12133	117	40	cycles	cycle	NOUN
american_scientific_journal-12133	117	41	on	on	ADP
american_scientific_journal-12133	117	42	volatile	volatile	ADJ
american_scientific_journal-12133	117	43	workloads	workload	NOUN
american_scientific_journal-12133	117	44	.	.	PUNCT
american_scientific_journal-12133	118	1	the	the	DET
american_scientific_journal-12133	118	2	synthesis	synthesis	NOUN
american_scientific_journal-12133	118	3	sets	set	VERB
american_scientific_journal-12133	118	4	a	a	DET
american_scientific_journal-12133	118	5	replicable	replicable	ADJ
american_scientific_journal-12133	118	6	pattern	pattern	NOUN
american_scientific_journal-12133	118	7	for	for	ADP
american_scientific_journal-12133	118	8	teams	team	NOUN
american_scientific_journal-12133	118	9	pursuing	pursue	VERB
american_scientific_journal-12133	118	10	iacdriven	iacdriven	VERB
american_scientific_journal-12133	118	11	multi	multi	ADJ
american_scientific_journal-12133	118	12	-	-	ADJ
american_scientific_journal-12133	118	13	cloud	cloud	ADJ
american_scientific_journal-12133	118	14	estates	estate	NOUN
american_scientific_journal-12133	118	15	in	in	ADP
american_scientific_journal-12133	118	16	2025	2025	NUM
american_scientific_journal-12133	118	17	.	.	PUNCT
american_scientific_journal-12133	119	1	acknowledgements	acknowledgement	NOUN
american_scientific_journal-12133	119	2	an	an	DET
american_scientific_journal-12133	119	3	acknowledgement	acknowledgement	NOUN
american_scientific_journal-12133	119	4	section	section	NOUN
american_scientific_journal-12133	119	5	may	may	AUX
american_scientific_journal-12133	119	6	be	be	AUX
american_scientific_journal-12133	119	7	presented	present	VERB
american_scientific_journal-12133	119	8	after	after	ADP
american_scientific_journal-12133	119	9	the	the	DET
american_scientific_journal-12133	119	10	conclusion	conclusion	NOUN
american_scientific_journal-12133	119	11	,	,	PUNCT
american_scientific_journal-12133	119	12	if	if	SCONJ
american_scientific_journal-12133	119	13	desired	desire	VERB
american_scientific_journal-12133	119	14	(	(	PUNCT
american_scientific_journal-12133	119	15	8)	8)	NUM
american_scientific_journal-12133	119	16	.	.	PUNCT
american_scientific_journal-12133	120	1	references	reference	NOUN
american_scientific_journal-12133	120	2	[	[	X
american_scientific_journal-12133	120	3	1	1	NUM
american_scientific_journal-12133	120	4	]	]	PUNCT
american_scientific_journal-12133	120	5	davidson	davidson	NOUN
american_scientific_journal-12133	120	6	,	,	PUNCT
american_scientific_journal-12133	120	7	s.	s.	PROPN
american_scientific_journal-12133	120	8	,	,	PUNCT
american_scientific_journal-12133	120	9	sun	sun	PROPN
american_scientific_journal-12133	120	10	,	,	PUNCT
american_scientific_journal-12133	120	11	l.	l.	PROPN
american_scientific_journal-12133	120	12	,	,	PUNCT
american_scientific_journal-12133	120	13	bhasker	bhasker	PROPN
american_scientific_journal-12133	120	14	,	,	PUNCT
american_scientific_journal-12133	120	15	b.	b.	PROPN
american_scientific_journal-12133	120	16	,	,	PUNCT
american_scientific_journal-12133	120	17	callot	callot	NOUN
american_scientific_journal-12133	120	18	,	,	PUNCT
american_scientific_journal-12133	120	19	l.	l.	PROPN
american_scientific_journal-12133	120	20	,	,	PUNCT
american_scientific_journal-12133	120	21	&	&	CCONJ
american_scientific_journal-12133	120	22	deoras	deora	NOUN
american_scientific_journal-12133	120	23	,	,	PUNCT
american_scientific_journal-12133	120	24	a.	a.	NOUN
american_scientific_journal-12133	120	25	(	(	PUNCT
american_scientific_journal-12133	120	26	2025	2025	NUM
american_scientific_journal-12133	120	27	)	)	PUNCT
american_scientific_journal-12133	120	28	.	.	PUNCT
american_scientific_journal-12133	121	1	multi	multi	ADJ
american_scientific_journal-12133	121	2	-	-	ADJ
american_scientific_journal-12133	121	3	iac	iac	ADJ
american_scientific_journal-12133	121	4	-	-	PUNCT
american_scientific_journal-12133	121	5	eval	eval	NOUN
american_scientific_journal-12133	121	6	:	:	PUNCT
american_scientific_journal-12133	121	7	benchmarking	benchmarke	VERB
american_scientific_journal-12133	121	8	cloud	cloud	NOUN
american_scientific_journal-12133	121	9	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	121	10	as	as	ADP
american_scientific_journal-12133	121	11	code	code	NOUN
american_scientific_journal-12133	121	12	across	across	ADP
american_scientific_journal-12133	121	13	multiple	multiple	ADJ
american_scientific_journal-12133	121	14	formats	format	NOUN
american_scientific_journal-12133	121	15	.	.	PUNCT
american_scientific_journal-12133	122	1	arxiv	arxiv	PROPN
american_scientific_journal-12133	122	2	.	.	PUNCT
american_scientific_journal-12133	122	3	https://arxiv.org/abs/2509.05303	https://arxiv.org/abs/2509.05303	PROPN
american_scientific_journal-12133	123	1	[	[	X
american_scientific_journal-12133	123	2	2	2	NUM
american_scientific_journal-12133	123	3	]	]	X
american_scientific_journal-12133	123	4	feitosa	feitosa	NOUN
american_scientific_journal-12133	123	5	,	,	PUNCT
american_scientific_journal-12133	123	6	d.	d.	PROPN
american_scientific_journal-12133	123	7	,	,	PUNCT
american_scientific_journal-12133	123	8	penca	penca	NOUN
american_scientific_journal-12133	123	9	,	,	PUNCT
american_scientific_journal-12133	123	10	m.	m.	NOUN
american_scientific_journal-12133	123	11	t.	t.	PROPN
american_scientific_journal-12133	123	12	,	,	PUNCT
american_scientific_journal-12133	123	13	berardi	berardi	PROPN
american_scientific_journal-12133	123	14	,	,	PUNCT
american_scientific_journal-12133	123	15	m.	m.	NOUN
american_scientific_journal-12133	123	16	,	,	PUNCT
american_scientific_journal-12133	123	17	boza	boza	PROPN
american_scientific_journal-12133	123	18	,	,	PUNCT
american_scientific_journal-12133	123	19	r.	r.	PROPN
american_scientific_journal-12133	123	20	d.	d.	PROPN
american_scientific_journal-12133	123	21	,	,	PUNCT
american_scientific_journal-12133	123	22	&	&	CCONJ
american_scientific_journal-12133	123	23	andrikopoulos	andrikopoulos	PROPN
american_scientific_journal-12133	123	24	,	,	PUNCT
american_scientific_journal-12133	123	25	v.	v.	PROPN
american_scientific_journal-12133	123	26	(	(	PUNCT
american_scientific_journal-12133	123	27	2024	2024	NUM
american_scientific_journal-12133	123	28	)	)	PUNCT
american_scientific_journal-12133	123	29	.	.	PUNCT
american_scientific_journal-12133	124	1	mining	mine	VERB
american_scientific_journal-12133	124	2	for	for	ADP
american_scientific_journal-12133	124	3	cost	cost	NOUN
american_scientific_journal-12133	124	4	awareness	awareness	NOUN
american_scientific_journal-12133	124	5	in	in	ADP
american_scientific_journal-12133	124	6	the	the	DET
american_scientific_journal-12133	124	7	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	124	8	as	as	ADP
american_scientific_journal-12133	124	9	code	code	NOUN
american_scientific_journal-12133	124	10	artifacts	artifact	NOUN
american_scientific_journal-12133	124	11	of	of	ADP
american_scientific_journal-12133	124	12	cloud	cloud	NOUN
american_scientific_journal-12133	124	13	-	-	PUNCT
american_scientific_journal-12133	124	14	based	base	VERB
american_scientific_journal-12133	124	15	applications	application	NOUN
american_scientific_journal-12133	124	16	:	:	PUNCT
american_scientific_journal-12133	124	17	an	an	DET
american_scientific_journal-12133	124	18	exploratory	exploratory	ADJ
american_scientific_journal-12133	124	19	study	study	NOUN
american_scientific_journal-12133	124	20	.	.	PUNCT
american_scientific_journal-12133	125	1	journal	journal	PROPN
american_scientific_journal-12133	125	2	of	of	ADP
american_scientific_journal-12133	125	3	systems	system	NOUN
american_scientific_journal-12133	125	4	and	and	CCONJ
american_scientific_journal-12133	125	5	software	software	NOUN
american_scientific_journal-12133	125	6	,	,	PUNCT
american_scientific_journal-12133	125	7	215	215	NUM
american_scientific_journal-12133	125	8	,	,	PUNCT
american_scientific_journal-12133	125	9	112112	112112	NUM
american_scientific_journal-12133	125	10	.	.	PUNCT
american_scientific_journal-12133	126	1	https://doi.org/10.1016/j.jss.2023.112112	https://doi.org/10.1016/j.jss.2023.112112	PROPN
american_scientific_journal-12133	127	1	[	[	X
american_scientific_journal-12133	127	2	3	3	NUM
american_scientific_journal-12133	127	3	]	]	X
american_scientific_journal-12133	127	4	gudelli	gudelli	NOUN
american_scientific_journal-12133	127	5	,	,	PUNCT
american_scientific_journal-12133	127	6	v.	v.	PROPN
american_scientific_journal-12133	127	7	(	(	PUNCT
american_scientific_journal-12133	127	8	2023	2023	NUM
american_scientific_journal-12133	127	9	)	)	PUNCT
american_scientific_journal-12133	127	10	.	.	PUNCT
american_scientific_journal-12133	128	1	cloud	cloud	ADJ
american_scientific_journal-12133	128	2	formation	formation	NOUN
american_scientific_journal-12133	128	3	and	and	CCONJ
american_scientific_journal-12133	128	4	terraform	terraform	VERB
american_scientific_journal-12133	128	5	:	:	PUNCT
american_scientific_journal-12133	128	6	advancing	advance	VERB
american_scientific_journal-12133	128	7	multi	multi	ADJ
american_scientific_journal-12133	128	8	-	-	ADJ
american_scientific_journal-12133	128	9	cloud	cloud	ADJ
american_scientific_journal-12133	128	10	automation	automation	NOUN
american_scientific_journal-12133	128	11	strategies	strategy	NOUN
american_scientific_journal-12133	128	12	.	.	PUNCT
american_scientific_journal-12133	129	1	international	international	ADJ
american_scientific_journal-12133	129	2	journal	journal	NOUN
american_scientific_journal-12133	129	3	of	of	ADP
american_scientific_journal-12133	129	4	innovative	innovative	ADJ
american_scientific_journal-12133	129	5	research	research	NOUN
american_scientific_journal-12133	129	6	in	in	ADP
american_scientific_journal-12133	129	7	management	management	NOUN
american_scientific_journal-12133	129	8	and	and	CCONJ
american_scientific_journal-12133	129	9	political	political	ADJ
american_scientific_journal-12133	129	10	sciences	science	NOUN
american_scientific_journal-12133	129	11	,	,	PUNCT
american_scientific_journal-12133	129	12	11(2	11(2	NUM
american_scientific_journal-12133	129	13	)	)	PUNCT
american_scientific_journal-12133	129	14	,	,	PUNCT
american_scientific_journal-12133	129	15	1–10	1–10	NOUN
american_scientific_journal-12133	129	16	.	.	PUNCT
american_scientific_journal-12133	130	1	https://doi.org/10.37082/ijirmps.v11.i2.232164	https://doi.org/10.37082/ijirmps.v11.i2.232164	NOUN
american_scientific_journal-12133	130	2	[	[	X
american_scientific_journal-12133	130	3	4	4	NUM
american_scientific_journal-12133	130	4	]	]	X
american_scientific_journal-12133	130	5	mitchell	mitchell	PROPN
american_scientific_journal-12133	130	6	,	,	PUNCT
american_scientific_journal-12133	130	7	r.	r.	PROPN
american_scientific_journal-12133	130	8	(	(	PUNCT
american_scientific_journal-12133	130	9	2023	2023	NUM
american_scientific_journal-12133	130	10	)	)	PUNCT
american_scientific_journal-12133	130	11	.	.	PUNCT
american_scientific_journal-12133	131	1	native	native	ADJ
american_scientific_journal-12133	131	2	opa	opa	PROPN
american_scientific_journal-12133	131	3	support	support	NOUN
american_scientific_journal-12133	131	4	in	in	ADP
american_scientific_journal-12133	131	5	terraform	terraform	NOUN
american_scientific_journal-12133	131	6	cloud	cloud	NOUN
american_scientific_journal-12133	131	7	is	be	AUX
american_scientific_journal-12133	131	8	now	now	ADV
american_scientific_journal-12133	131	9	generally	generally	ADV
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american_scientific_journal-12133	131	11	.	.	PUNCT
american_scientific_journal-12133	132	1	hashicorp	hashicorp	NOUN
american_scientific_journal-12133	132	2	.	.	PUNCT
american_scientific_journal-12133	133	1	https://www.hashicorp.com/en/blog/native-opa-support-in-terraform-cloud-is-now-generally-available	https://www.hashicorp.com/en/blog/native-opa-support-in-terraform-cloud-is-now-generally-available	ADJ
american_scientific_journal-12133	133	2	american	american	ADJ
american_scientific_journal-12133	133	3	academic	academic	ADJ
american_scientific_journal-12133	133	4	scientific	scientific	ADJ
american_scientific_journal-12133	133	5	research	research	NOUN
american_scientific_journal-12133	133	6	journal	journal	NOUN
american_scientific_journal-12133	133	7	for	for	ADP
american_scientific_journal-12133	133	8	engineering	engineering	NOUN
american_scientific_journal-12133	133	9	,	,	PUNCT
american_scientific_journal-12133	133	10	technology	technology	NOUN
american_scientific_journal-12133	133	11	,	,	PUNCT
american_scientific_journal-12133	133	12	and	and	CCONJ
american_scientific_journal-12133	133	13	sciences	science	NOUN
american_scientific_journal-12133	133	14	(	(	PUNCT
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american_scientific_journal-12133	133	16	)	)	PUNCT
american_scientific_journal-12133	133	17	volume	volume	NOUN
american_scientific_journal-12133	133	18	103	103	NUM
american_scientific_journal-12133	133	19	,	,	PUNCT
american_scientific_journal-12133	133	20	no	no	DET
american_scientific_journal-12133	133	21	1	1	NUM
american_scientific_journal-12133	133	22	,	,	PUNCT
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american_scientific_journal-12133	133	24	443	443	NUM
american_scientific_journal-12133	133	25	-	-	SYM
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american_scientific_journal-12133	133	27	452	452	NUM
american_scientific_journal-12133	133	28	[	[	SYM
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american_scientific_journal-12133	133	31	national	national	PROPN
american_scientific_journal-12133	133	32	institute	institute	PROPN
american_scientific_journal-12133	133	33	of	of	ADP
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american_scientific_journal-12133	133	35	and	and	CCONJ
american_scientific_journal-12133	133	36	technology	technology	NOUN
american_scientific_journal-12133	133	37	.	.	PUNCT
american_scientific_journal-12133	134	1	(	(	PUNCT
american_scientific_journal-12133	134	2	2025	2025	NUM
american_scientific_journal-12133	134	3	)	)	PUNCT
american_scientific_journal-12133	134	4	.	.	PUNCT
american_scientific_journal-12133	135	1	nist	nist	NOUN
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american_scientific_journal-12133	135	4	to	to	PART
american_scientific_journal-12133	135	5	sp	sp	VERB
american_scientific_journal-12133	135	6	800	800	NUM
american_scientific_journal-12133	135	7	-	-	SYM
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american_scientific_journal-12133	135	9	security	security	NOUN
american_scientific_journal-12133	135	10	and	and	CCONJ
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american_scientific_journal-12133	135	13	.	.	PUNCT
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american_scientific_journal-12133	137	1	[	[	X
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american_scientific_journal-12133	137	3	]	]	PUNCT
american_scientific_journal-12133	137	4	roper	roper	NOUN
american_scientific_journal-12133	137	5	,	,	PUNCT
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american_scientific_journal-12133	137	7	(	(	PUNCT
american_scientific_journal-12133	137	8	2025	2025	NUM
american_scientific_journal-12133	137	9	)	)	PUNCT
american_scientific_journal-12133	137	10	.	.	PUNCT
american_scientific_journal-12133	138	1	infrastructure	infrastructure	NOUN
american_scientific_journal-12133	138	2	as	as	ADP
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american_scientific_journal-12133	138	4	:	:	PUNCT
american_scientific_journal-12133	138	5	best	good	ADJ
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american_scientific_journal-12133	138	7	,	,	PUNCT
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american_scientific_journal-12133	138	9	&	&	CCONJ
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american_scientific_journal-12133	138	11	.	.	PUNCT
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american_scientific_journal-12133	139	2	.	.	PUNCT
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american_scientific_journal-12133	141	1	[	[	X
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american_scientific_journal-12133	141	3	]	]	SYM
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american_scientific_journal-12133	141	5	,	,	PUNCT
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american_scientific_journal-12133	141	7	,	,	PUNCT
american_scientific_journal-12133	141	8	&	&	CCONJ
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american_scientific_journal-12133	141	10	,	,	PUNCT
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american_scientific_journal-12133	141	12	(	(	PUNCT
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american_scientific_journal-12133	141	15	.	.	PUNCT
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american_scientific_journal-12133	142	4	-	-	PUNCT
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american_scientific_journal-12133	142	6	-	-	PUNCT
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american_scientific_journal-12133	142	12	.	.	PUNCT
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american_scientific_journal-12133	143	2	.	.	PUNCT
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american_scientific_journal-12133	145	5	.	.	PUNCT
american_scientific_journal-12133	146	1	(	(	PUNCT
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american_scientific_journal-12133	146	3	.	.	PROPN
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american_scientific_journal-12133	146	5	.	.	PUNCT
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american_scientific_journal-12133	147	11	.	.	PUNCT
american_scientific_journal-12133	148	1	firefly	firefly	PROPN
american_scientific_journal-12133	148	2	academy	academy	PROPN
american_scientific_journal-12133	148	3	.	.	PUNCT
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american_scientific_journal-12133	150	1	[	[	X
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american_scientific_journal-12133	150	3	]	]	SYM
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american_scientific_journal-12133	150	5	,	,	PUNCT
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american_scientific_journal-12133	150	7	(	(	PUNCT
american_scientific_journal-12133	150	8	2024	2024	NUM
american_scientific_journal-12133	150	9	)	)	PUNCT
american_scientific_journal-12133	150	10	.	.	PUNCT
american_scientific_journal-12133	151	1	terraform	terraform	VERB
american_scientific_journal-12133	151	2	vs	vs	ADP
american_scientific_journal-12133	151	3	aws	aws	NOUN
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american_scientific_journal-12133	151	5	:	:	PUNCT
american_scientific_journal-12133	151	6	an	an	DET
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american_scientific_journal-12133	151	8	-	-	PUNCT
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american_scientific_journal-12133	151	11	.	.	PUNCT
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american_scientific_journal-12133	152	2	.	.	PUNCT
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american_scientific_journal-12133	154	3	]	]	X
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american_scientific_journal-12133	154	5	.	.	PUNCT
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american_scientific_journal-12133	155	3	)	)	PUNCT
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american_scientific_journal-12133	156	5	:	:	PUNCT
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american_scientific_journal-12133	156	13	.	.	PUNCT
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