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What are the exact steps to configure least privilege IAM roles in AWS so junior devs cannot accidentally spin up expensive GPU instances?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the exact steps to configure least privilege IAM roles in AWS so junior devs cannot accidentally spin up expensive GPU instances?
3 real searches · 1 real-search pass
AWS IAM policy restrict EC2 instance types ec2:InstanceType condition official documentationGoogle ↗
OBSERVEDConsequence
AWS Organizations SCP explicit deny EC2 RunInstances instance type condition official documentationGoogle ↗
OBSERVEDComparison
AWS IAM permissions boundaries prevent privilege escalation official documentationGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigational33%Comparison33%Consequence33%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
AWS IAM policy restrict EC2 instance types ec2:InstanceType condition official documentation Google ↗
AWS Organizations SCP explicit deny EC2 RunInstances instance type condition official documentation Google ↗
AWS IAM permissions boundaries prevent privilege escalation official documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AWS IAM policy restrict EC2 instance types ec2:InstanceType condition official documentation
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
AWS Organizations SCP explicit deny EC2 RunInstances instance type condition official documentation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
AWS IAM permissions boundaries prevent privilege escalation official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1