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| # Engineering Output & Quality Audit | |
| You are auditing a codebase to answer: **What was actually built, how complex was it really, how long did it take, and how stable is it?** | |
| Ignore commit counts - they measure activity, not output. Focus on deliverables. FOR THE LAST 90 days. | |
| ## PHASE 1: Identify What Was Actually Built | |
| ### 1.1 Discover Distinct Deliverables | |
| ```bash | |
| # Find feature areas by looking at what directories changed | |
| git log --since="YYYY-MM-DD" --name-only --pretty=format: | grep -E "^[a-z]" | cut -d'/' -f1-3 | sort | uniq -c | sort -rn | head -30 | |
| # Find ticket/feature references in commit messages | |
| git log --since="YYYY-MM-DD" --pretty=format:"%s" | grep -oE "[A-Z]+-[0-9]+" | sort | uniq -c | sort -rn |
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| """ | |
| File: gv/ai/common/llm/json_schema.py | |
| Author: Aviad Rozenhek | |
| OpenAI Structured Outputs (`response_format={"type":"json_schema"}`) supports only a subset of JSON Schema. | |
| Many perfectly valid Pydantic constructs won't fly as-is. Use these patterns: | |
| ------------------------------------------------------------------------- | |
| 1) Optional / nullable / Default fields | |
| ------------------------------------------------------------------------- |
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| Patient History Report | |
| Client: Batiz, Andrea (23583) Patient: HADES (23583-1) | |
| Phone: (254) 251-8121 Species: FELINE Breed: DOMESTIC | |
| SHORTHAIR | |
| Address: 4306 Fremont Drive Age: 5 Mos. 3 Wks. 4 | |
| Days | |
| Sex: Neutered Male |