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+# Resume prompt — finish the Hyde portfolio-796 property_overrides run (after Khalim review)
+
+Paste the block below to continue. It tells the assistant to review the unknown-override
+decisions with me, verify them, confirm before writing, then run the remaining steps.
+
+---
+
+We paused the Hyde property-overrides bulk load to review the UNKNOWN classifications with
+Khalim. Pick it back up.
+
+**Context (already done):**
+- Target is **portfolio 796** in DevAssessmentModelDB (NOT 795 — 795 is empty).
+- Script: `scripts/hyde/build_property_overrides.py`. Pass 1 (`classify`) is DONE — the
+  `landlord_*_overrides` ledger is populated; re-running classify is free (cache hits).
+- The 19 unresolved descriptions are documented in `scripts/hyde/unknowns_review.md`, with
+  proposed values already written to `overrides_edits.csv` (gitignored).
+- Env (DB creds + `OPENAI_API_KEY`) is in `/workspaces/home/github/Model/.env`; load it with
+  python-dotenv and set `POSTGRES_DRIVER=psycopg2`. Writes are idempotent upserts (unique on
+  `property_id, override_component, building_part`) — safe to re-run, never duplicates.
+
+**Do this, in order:**
+1. **Ask me what Khalim decided** for the unknowns. The one real judgement call is the
+   flat-roof reading: `Flat: As Built` (1,172 rows) + `Flat: Unknown` (194) → which of
+   `Flat, no insulation (assumed)` / `Flat, insulated (assumed)` / `Flat, limited insulation
+   (assumed)`. The `construction_age_band` bands (29,829 rows) are deterministic (band = first
+   letter) — keep as-is unless I say otherwise. Confirm the other roof/wall proposals too.
+2. **Update `overrides_edits.csv`** (`corrected_value` column) to match Khalim's decisions.
+3. Run `validate --edits overrides_edits.csv` and fix anything it rejects.
+4. **Show me the final edits + the planned write counts, and WAIT for my explicit go-ahead
+   before any `--apply`.** Do not write to the DB before I confirm.
+5. On my go-ahead:
+   - `apply-edits --edits overrides_edits.csv --portfolio-id 796 --apply` (user corrections → ledger)
+   - `write --excel scripts/hyde/hyde_property_overrides.xlsx --portfolio-id 796` (DRY RUN —
+     report unmatched org_refs + unresolved across all 31,773 first)
+   - then the same `write ... --apply`
+6. `verify --portfolio-id 796 --org-ref <a few org_refs>` to confirm property_overrides +
+   overlays landed.
+7. Remind me about the deferred **age-classifier prompt-hint fix** for the production lambda
+   (the live frontend will hit the same `"D: 1950-1966"` → UNKNOWN until that lands).
+
+Every DB command loads env from `/workspaces/home/github/Model/.env`. Read-only checks
+(`verify`, dry-run `write`) are fine to run unprompted; anything `--apply` needs my confirm.
+
+---