Name the core abstraction and its failure modes.
Wish Course
Tests, CI repair, and failure reproduction
How Hermon Code should move from a failing symptom to a verified fix.
Learning Objectives
What this lesson should make precise
Translate the concept into a Maple/Hermon proposal contract.
Define at least one evaluation case that can fail the model safely.
Tutorial Flow
How this lesson becomes a demo and training target
Each tutorial is written as a user education path and a model-improvement artifact. The diagram shows how the idea moves into a lab, a typed contract, an eval gate, and then a Hermon/MapleAI demo route.
Concept
Reproduce first
Applied Lab
Applied lab: Tests, CI repair, and failure reproduction
Output Contract
failure_summary, files_to_inspect, proposed_changes, tests
Eval Gate
Does the answer separate model proposal from deterministic execution?
Demo Route
Wish training and public model checks
01
Reproduce first
If the failure can be reproduced locally, do that before patching. If not, record the limitation and use the closest deterministic check.
- Capture error.
- Run targeted test.
- Avoid blind patching.
02
Patch with verification
Every proposed change should name the test that proves it. A UI change may need build, typecheck, screenshot, or smoke test.
- Unit test.
- Typecheck.
- Public smoke.
03
CI-specific evidence
For CI repair, the model should identify job name, failing command, relevant log excerpt, suspected cause, and post-fix check.
- Job name.
- Failing command.
- Post-fix proof.
Lab
Applied lab: Tests, CI repair, and failure reproduction
Create a CI repair proposal for a failed Next.js build after adding a dynamic route.
Expected result
- A typed JSON-style proposal rather than free-form advice.
- Clear authority boundaries and denied operations.
- A test or rubric that decides whether the proposal is deployable.
Evaluation
How Maple would grade this work
Rubric
- Does the answer expose assumptions instead of hiding them?
- Does the answer separate model proposal from deterministic execution?
- Does the answer produce artifacts that can be tested, reviewed, and rolled back?
Output contract
failure_summary, files_to_inspect, proposed_changes, tests, ci_checksUse this lesson as training direction
A strong lesson gives users a mental model and gives Hermon a sharper target for examples, probes, and demo prompts.
