Cleanup pass 2: Fix .gitignore corruption, archive docs/audit + phase10 helpers, fix PROJECT_DESCRIPTION.md

PROJECT_DESCRIPTION.md

@@ -203,11 +203,15 @@ Verify that you have placed the model files under the `models/` directory:
 - Punctuation: `models/Punctuation/Model/`
 
 ### 3. Run the Server
-Use the standard run script:
+Use gunicorn (production) or Flask dev server:
 ```bash
-python run_app.py
+# Production (matches Procfile)
+cd src && gunicorn app:app --bind 0.0.0.0:7860 --timeout 120 --workers 1
+
+# Development
+cd src && python -c "from app import app; app.run(host='0.0.0.0', port=7860, debug=True)"
 ```
-This runs the server locally on port `5000` by default. Open your web browser and navigate to:
+Open your web browser and navigate to:
 ```
-http://localhost:5000
+http://localhost:7860
 ```

archive/old_tests/phase10_helpers/extract_entity_results.py

@@ -0,0 +1,16 @@
+import json
+
+d = json.load(open('tests/phase10/reports/phase10_results.json', 'r', encoding='utf-8'))
+for r in d['results']:
+    if r['id'].startswith('E'):
+        v = r.get('pipeline_verdict', '?')
+        inp = r.get('input', '')[:60]
+        out = r.get('pipeline_output', '')[:60]
+        det = r.get('pipeline_detail', '')[:60]
+        cat = r.get('category', '')
+        print(f"{r['id']} [{v:3}] cat={cat}")
+        print(f"  IN:  {inp}")
+        print(f"  OUT: {out}")
+        if det:
+            print(f"  DET: {det}")
+        print()