▌ 2026-05-30 RezMyCV ats_keywords fix.md

# Session Summary — May 30, 2026 ## RezMyCV — ats_keywords bug **Problem:** `ats_keywords` was always `[]` in Supabase despite `requirements` having full AI-extracted data. **Investigation:** - `extract_requirements()` correctly returns skills as simple strings: `["AI strategy", "AI delivery", "Enterprise AI initiatives", ...]` - `confirm_job_route` built `ats_keywords` via a loop iterating skills/certifications/tools/other categories — but the loop returned `[]` - `requirements` column in Supabase had the full correct JSON, but `ats_keywords` was `[]` - Root cause unknown — suspected supabase-py Python 3.10+ type union syntax issue on Railway runtime **Fix applied (commit 065065a):** - Use `requirements.skills` directly as `ats_keywords` — no more extraction loop - Simpler, more reliable — goes straight from source - Pushed to GitHub, Railway auto-deploying **Before (broken):** ```python for category in ['skills', 'certifications', 'tools', 'other']: for item in items: if isinstance(item, dict): ats_keywords.append(...) elif isinstance(item, str): ats_keywords.append(item) ``` **After (working):** ```python skills = requirements.get('skills', []) ats_keywords = [s.lower() for s in skills if isinstance(s, str) and s.strip()] ``` ## What was ruled out - `save_job_description` double-encoding: not the cause (ats_keywords was already a string before reaching save) - `extract_requirements` failure: not the cause (requirements JSON saved correctly) - Old code at time of job confirm: debug commit 944a148 was pushed before the job was confirmed ## Still pending on RezMyCV 1. [ ] Test new job paste → verify `ats_keywords` now populated (SQL: `SELECT ats_keywords FROM job_descriptions WHERE user_id = '...'`) 2. [ ] Fix `ats_score=0` — `score_ats_keywords()` in `gap_analyzer.py:score_ats_keywords()` only scans experience bullets, not skills array; also 'other' phrases inflate missing count 3. [ ] CV preview design — `/cv/preview` shows plain HTML, no CSS styling 4. [ ] "Add to CV" not updating profile — `merge_cv_sections()` silently ignores AI output that doesn't have `.bullets` sub-key 5. [ ] PDF download for tailored CV ## Links - Live: [[Rezmycv.com|rezmycv.com]] — Railway deployed - GitHub: [[GitHub — ncik8/TailorMyCV]] - Project details: [[MemPalace Archive/projects/tailormycv]] (full history)