How can I set up ephemeral environments in AWS using GitHub Actions for my senior capstone project team without blowing our free tier budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I set up ephemeral environments in AWS using GitHub Actions for my senior capstone project team without blowing our free tier budget?
3 real searches · 1 real-search pass
AWS Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docsGoogle ↗
OBSERVEDOther / navigational
GitHub Actions configure AWS credentials OIDC official documentationGoogle ↗
OBSERVEDInstruction
AWS Budgets create budget alerts cost anomaly detection 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)
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 Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docs Google ↗
GitHub Actions configure AWS credentials OIDC official documentation Google ↗
AWS Budgets create budget alerts cost anomaly detection official documentation Google ↗
- configure-aws-credentials/README.md at main · aws-actions/configure-aws-credentials · github.com
- Configuring OpenID Connect in Amazon Web Services · docs.github.com
- Free Tier FAQs · aws.amazon.com
- Choosing a plan · docs.aws.amazon.com
- Free Cloud Computing Services · aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docs OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub Actions configure AWS credentials OIDC official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AWS Budgets create budget alerts cost anomaly detection official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |