Thomas Piacentini
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Project stage

Trace declared dependencies and unknown outcomes

Original text · English120 min

Stage 3 of 4. Trace references to concrete plan addresses.

Build the mechanism

svc.app references svc.db.endpoint. The graph connects svc.app to svc.db even though the endpoint value is unknown.

pj infrastructure plan explainer 3

Change the controls, predict the intermediate result, and compare it with the computed evidence. The visual explains this stage; grading executes your Python functions.

Exact contract

Implement impact_graph(plan), preserving unresolved resource references and filtering variable/local expression roots.

Read API.md, including return fields and failure behavior. The first starter supplies file I/O and HTML presentation; implement the domain functions in main.py. Keep earlier functions passing because later stages compose them.

Verify it

bash
python3 scripts/project_test.py infrastructure-plan-explainer --stage 3 --path learning-artifacts/infrastructure-plan-explainer --strict

The stage tests include held-out inputs independent of the demo, boundaries, malformed data and an adversarial case. Inspect the failing assertion before changing a rule.

Failure boundary and extension

This graph follows declared resource references. Dynamic module outputs and provider behavior can require information outside the saved plan.

After all four stages, run python3 cli.py samples/input.json --output my-output inside your learner workspace. Replace the sample path with your own JSON document, inspect the files and feed the exported artifact to the consumer described in the project README.

Code and artifacts 3
What you take away

Saved in your notebook on this device.

Sources and limits

Reading checkpoints are self-reported. Test results are recorded separately and apply to the executed cases.

AI Engineering from Scratch · 3f9715c · MIT

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