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1 change: 1 addition & 0 deletions .claude/AGENTS.md
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Expand Up @@ -125,6 +125,7 @@ Do not run full validation suites after every small edit by habit. Run the narro
| Editing AGENTS.md, .agents/skills/, docs/ai/ | writing-docs.md |
| Maintaining or troubleshooting ask-intern | ask-intern.md |
| Operating or changing the learning system | learning-system.md |
| Running probe loops, experiment diagnostics, or tuning sessions | experiment-diagnostics.md |
- Re-read the hard rules before implementation.

## Session Tools
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14 changes: 14 additions & 0 deletions docs/ai/experiment-diagnostics.md
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# Experiment Diagnostics

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P2 Badge Add the docs/ai load marker

When probe/tuning tasks hit the new routing row, this file is meant to be a canonical adaptive-docs reference, but it starts directly with the heading instead of the standard Context loaded: experiment-diagnostics.md probe. docs/ai/writing-docs.md says that top-of-file probe is how the harness verifies which docs/ai files actually loaded, so this new contract loses the observability that lets users and agents confirm the right guidance was read before experiment artifacts are promoted.

Useful? React with 👍 / 👎.


## Contract

- When a probe or experiment produces implausible user-facing guidance, pause the experiment queue before logging the artifact as evidence.
- Fix the diagnostic source first: write a behavior test capturing the bad output, fix the shared logic, and rerun the canonical probe.
- Only promote corrected artifacts to durable evidence or curated docs. An artifact that embeds known-bad guidance becomes a misleading fixture for future agents.
- Record both the discovered product risk and the corrected artifact path before resuming the probe queue.

## Notes

- Experiment artifacts are not only observations — they are validation fixtures for product guidance. When an artifact exposes bad guidance, fix the guidance and regenerate the artifact before promoting it to durable evidence.
- What counts as implausible: a recommendation that contradicts domain constraints, a metric far outside the expected range, or guidance a product owner would immediately reject.
- This applies to any long-running probe or tuning loop where the system being probed produces user-facing output: recommendation calibration, AI output evaluation, capacity diagnostics, or auto-populate tuning.