diff --git a/scrapers/companyScraper.py b/scrapers/companyScraper.py
index 1a01d83..61add58 100755
--- a/scrapers/companyScraper.py
+++ b/scrapers/companyScraper.py
@@ -14,7 +14,6 @@ Enhanced features:
 
 import argparse
 import csv
-import json
 import os
 import random
 import re
diff --git a/scripts/benchmark_classifier.py b/scripts/benchmark_classifier.py
index 2eec77d..34ce405 100644
--- a/scripts/benchmark_classifier.py
+++ b/scripts/benchmark_classifier.py
@@ -31,7 +31,6 @@ sys.path.insert(0, str(Path(__file__).parent.parent))
 
 from scripts.classifier_adapters import (
     LABELS,
-    LABEL_DESCRIPTIONS,
     ClassifierAdapter,
     GLiClassAdapter,
     RerankerAdapter,
diff --git a/scripts/calendar_push.py b/scripts/calendar_push.py
index 69b50b9..25ab067 100644
--- a/scripts/calendar_push.py
+++ b/scripts/calendar_push.py
@@ -5,7 +5,6 @@ push updates the existing event rather than creating a duplicate.
 """
 from __future__ import annotations
 
-import uuid
 import yaml
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
diff --git a/scripts/db.py b/scripts/db.py
index e015a2b..6ccd2f7 100644
--- a/scripts/db.py
+++ b/scripts/db.py
@@ -121,6 +121,17 @@ CREATE TABLE IF NOT EXISTS survey_responses (
 );
 """
 
+CREATE_RESUME_CORRECTIONS = """
+CREATE TABLE IF NOT EXISTS resume_optimizer_corrections (
+    id            INTEGER PRIMARY KEY AUTOINCREMENT,
+    job_id        INTEGER NOT NULL REFERENCES jobs(id),
+    section       TEXT    NOT NULL,
+    proposed_json TEXT    NOT NULL,
+    accepted_json TEXT    NOT NULL,
+    created_at    TEXT    DEFAULT (datetime('now'))
+);
+"""
+
 CREATE_DIGEST_QUEUE = """
 CREATE TABLE IF NOT EXISTS digest_queue (
     id             INTEGER PRIMARY KEY,
@@ -205,9 +216,10 @@ def _migrate_db(db_path: Path) -> None:
         conn.execute("ALTER TABLE background_tasks ADD COLUMN params TEXT")
     except sqlite3.OperationalError:
         pass  # column already exists
-    # Ensure references tables exist (CREATE IF NOT EXISTS is idempotent)
+    # Ensure tables that can't be added via ALTER TABLE exist (all idempotent).
     conn.execute(CREATE_REFERENCES)
     conn.execute(CREATE_JOB_REFERENCES)
+    conn.execute(CREATE_RESUME_CORRECTIONS)
     conn.commit()
     conn.close()
 
@@ -223,6 +235,7 @@ def init_db(db_path: Path = DEFAULT_DB) -> None:
     conn.execute(CREATE_DIGEST_QUEUE)
     conn.execute(CREATE_REFERENCES)
     conn.execute(CREATE_JOB_REFERENCES)
+    conn.execute(CREATE_RESUME_CORRECTIONS)
     conn.commit()
     conn.close()
     _migrate_db(db_path)
@@ -1241,3 +1254,76 @@ def set_training_exclusion(db_path: Path, job_id: int, excluded: bool) -> None:
         conn.commit()
     finally:
         conn.close()
+
+
+# ── Resume optimizer corrections ──────────────────────────────────────────────
+
+def save_resume_correction(
+    db_path: Path,
+    job_id: int,
+    section: str,
+    proposed: object,
+    accepted: object,
+) -> None:
+    """Persist a (proposed, accepted) correction pair from the resume review UI.
+
+    Called when a user edits an LLM-proposed value and accepts it. The pair
+    becomes a supervised fine-tuning (SFT) candidate routed through Avocet.
+
+    Args:
+        section: 'summary' or 'experience:<title>|<company>'
+        proposed: Original LLM output (string for summary, list for bullets).
+        accepted: User-edited value (same type as proposed).
+    """
+    import json as _json
+    conn = sqlite3.connect(db_path)
+    try:
+        conn.execute(
+            """INSERT INTO resume_optimizer_corrections
+               (job_id, section, proposed_json, accepted_json)
+               VALUES (?, ?, ?, ?)""",
+            (job_id, section, _json.dumps(proposed), _json.dumps(accepted)),
+        )
+        conn.commit()
+    finally:
+        conn.close()
+
+
+def get_resume_corrections(
+    db_path: Path,
+    limit: int = 200,
+    job_id: int | None = None,
+) -> list[dict]:
+    """Return pending resume corrections for Avocet export.
+
+    Args:
+        limit: Maximum rows to return.
+        job_id: If set, filter to corrections for a specific job.
+    """
+    import json as _json
+    conn = sqlite3.connect(db_path)
+    conn.row_factory = sqlite3.Row
+    try:
+        if job_id is not None:
+            rows = conn.execute(
+                "SELECT * FROM resume_optimizer_corrections WHERE job_id=? ORDER BY created_at DESC LIMIT ?",
+                (job_id, limit),
+            ).fetchall()
+        else:
+            rows = conn.execute(
+                "SELECT * FROM resume_optimizer_corrections ORDER BY created_at DESC LIMIT ?",
+                (limit,),
+            ).fetchall()
+    finally:
+        conn.close()
+    return [
+        {
+            "id": r["id"],
+            "job_id": r["job_id"],
+            "section": r["section"],
+            "proposed": _json.loads(r["proposed_json"]),
+            "accepted": _json.loads(r["accepted_json"]),
+            "created_at": r["created_at"],
+        }
+        for r in rows
+    ]
diff --git a/scripts/generate_cover_letter.py b/scripts/generate_cover_letter.py
index 87f4dce..e2ff93b 100644
--- a/scripts/generate_cover_letter.py
+++ b/scripts/generate_cover_letter.py
@@ -186,7 +186,7 @@ def build_prompt(
             )
         parts.append(f"{recruiter_note}\n")
 
-    parts.append(f"Now write a new cover letter for:")
+    parts.append("Now write a new cover letter for:")
     parts.append(f"  Role: {title}")
     parts.append(f"  Company: {company}")
     if description:
diff --git a/scripts/integrations/apple_calendar.py b/scripts/integrations/apple_calendar.py
index 3da9b57..9554323 100644
--- a/scripts/integrations/apple_calendar.py
+++ b/scripts/integrations/apple_calendar.py
@@ -1,5 +1,5 @@
 from __future__ import annotations
-from datetime import datetime, timedelta, timezone
+from datetime import datetime
 from scripts.integrations.base import IntegrationBase
 
 
diff --git a/scripts/migrate.py b/scripts/migrate.py
index edf97cf..b1d888a 100644
--- a/scripts/migrate.py
+++ b/scripts/migrate.py
@@ -25,7 +25,6 @@ import argparse
 import shutil
 import sys
 from pathlib import Path
-from textwrap import dedent
 
 import yaml
 
diff --git a/scripts/preflight.py b/scripts/preflight.py
index 34d7907..46ddd83 100644
--- a/scripts/preflight.py
+++ b/scripts/preflight.py
@@ -348,14 +348,14 @@ def write_compose_override(ports: dict[str, dict]) -> None:
     for name, info in to_disable.items():
         lines += [
             f"  {name}:  # adopted — host service on :{info['resolved']}",
-            f"    entrypoint: [\"/bin/sh\", \"-c\", \"sleep infinity\"]",
-            f"    ports: []",
-            f"    healthcheck:",
-            f"      test: [\"CMD\", \"true\"]",
-            f"      interval: 1s",
-            f"      timeout: 1s",
-            f"      start_period: 0s",
-            f"      retries: 1",
+            "    entrypoint: [\"/bin/sh\", \"-c\", \"sleep infinity\"]",
+            "    ports: []",
+            "    healthcheck:",
+            "      test: [\"CMD\", \"true\"]",
+            "      interval: 1s",
+            "      timeout: 1s",
+            "      start_period: 0s",
+            "      retries: 1",
         ]
 
     OVERRIDE_YML.write_text("\n".join(lines) + "\n")
diff --git a/scripts/resume_optimizer.py b/scripts/resume_optimizer.py
index 7b13a20..ff853be 100644
--- a/scripts/resume_optimizer.py
+++ b/scripts/resume_optimizer.py
@@ -19,7 +19,6 @@ from __future__ import annotations
 import json
 import logging
 import re
-from pathlib import Path
 from typing import Any
 
 log = logging.getLogger(__name__)
diff --git a/scripts/resume_parser.py b/scripts/resume_parser.py
index ed9f74b..aa7e67e 100644
--- a/scripts/resume_parser.py
+++ b/scripts/resume_parser.py
@@ -9,11 +9,9 @@ Falls back to empty dict on unrecoverable errors — caller shows the form build
 from __future__ import annotations
 
 import io
-import json
 import logging
 import re
 import zipfile
-from pathlib import Path
 from xml.etree import ElementTree as ET
 
 import pdfplumber
diff --git a/scripts/survey_assistant.py b/scripts/survey_assistant.py
index 9fb4380..f7e9773 100644
--- a/scripts/survey_assistant.py
+++ b/scripts/survey_assistant.py
@@ -7,7 +7,6 @@ FastAPI application. Callable directly or via the survey_analyze background task
 
 from __future__ import annotations
 
-import json
 import logging
 from pathlib import Path
 from typing import Optional
diff --git a/scripts/task_runner.py b/scripts/task_runner.py
index c66298c..0795176 100644
--- a/scripts/task_runner.py
+++ b/scripts/task_runner.py
@@ -341,7 +341,6 @@ def _run_task(db_path: Path, task_id: int, task_type: str, job_id: int,
                 prioritize_gaps,
                 rewrite_for_ats,
                 hallucination_check,
-                render_resume_text,
             )
             from scripts.user_profile import load_user_profile
 
diff --git a/scripts/task_scheduler.py b/scripts/task_scheduler.py
index c1be4db..261e5a8 100644
--- a/scripts/task_scheduler.py
+++ b/scripts/task_scheduler.py
@@ -15,13 +15,11 @@ Public API (unchanged — callers do not need to change):
 from __future__ import annotations
 
 import logging
-import os
 import threading
 from pathlib import Path
 from typing import Callable, Optional
 
 from circuitforge_core.tasks.scheduler import (
-    TaskSpec,                        # re-export unchanged
     LocalScheduler as _CoreTaskScheduler,
 )