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[uss_qualifier/reports] Add AI test result interpretation tools - #1742

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BenjaminPelletier merged 2 commits into
interuss:mainfrom
BenjaminPelletier:report-interpretation
Oct 2, 2026
Merged

BenjaminPelletier merged 2 commits into
interuss:mainfrom
BenjaminPelletier:report-interpretation

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A persistently difficult task in some contexts is to enable users to properly interpret a uss_qualifier test report and get to the root cause(s) of the problem. This PR attempts to solve that problem by adding uss_qualifier/reports/AGENTS.md which contains AI-focused instructions for investigating a test report. Additionally, human-focused instructions for leveraging those instructions are added in README.md. Finally, a simple additional artifact is added to uss_qualifier reports to improve the chances of AI agents finding and using the appropriate information to troubleshoot results even if their user doesn't follow the instructions in README.md as described.

I tested this architecture with the prompt "Please use the instructions in monitoring/monitoring/uss_qualifier/reports/AGENTS.md to help me understand why everyone failed in the test run artifacts located in _scratchpad/feb55e6e-da66-4d81-96a3-50783eeb263a." with Gemini in an Antigravity-like environment and it successfully diagnosed the root cause of a moderate-complex test failure without additional prompting.

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BenjaminPelletier marked this pull request as ready for review September 29, 2026 02:24
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BenjaminPelletier merged commit 7e45f42 into interuss:main Oct 2, 2026
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BenjaminPelletier deleted the report-interpretation branch October 2, 2026 14:43
github-actions Bot added a commit that referenced this pull request Oct 2, 2026
Co-authored-by: Michael Barroco <michael@orbitalize.com> 7e45f42
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