feat(scheduler): every background run is a durable row

What a job last did lived in the API process's memory and was gone at
every restart; the audit log kept a run only when it was manual, failed
or changed something. Now each run is a job_runs row written at its
start and its end in its own session: who started it, its outcome as
data, what it spent of the YouTube quota (quota_events.job_run_id) and
the lines it logged (log_events.run_id, filterable in the log console).

- a run a stopped process left open is marked interrupted at startup
- "run now" is a one-shot job on the scheduler, which now always starts
  (interval jobs only with SCHEDULER_ENABLED); the manual actor is reset
  after the run, since pool threads are reused
- the dashboard's last run comes from job_runs, so it survives a deploy
- runs leave the audit log: migration 0109 moves the old job_run rows
  over (and back on downgrade); the audit page's run folding goes
- job_run_retention_days (default 30) prunes old runs in audit_gc

backend/app/routes/admin_logs.py

@@ -86,6 +86,7 @@ class LogFilters:
     event: str | None
     request_id: str | None
     job_id: int | None
+    run_id: int | None
     q: str | None
     since: datetime | None
     until: datetime | None
@@ -113,6 +114,8 @@ class LogFilters:
             out.append(LogEvent.request_id == self.request_id)
         if self.job_id is not None:
             out.append(LogEvent.job_id == self.job_id)
+        if self.run_id is not None:
+            out.append(LogEvent.run_id == self.run_id)
         if self.since is not None:
             out.append(LogEvent.ts >= _utc(self.since))
         if self.until is not None:
@@ -140,11 +143,14 @@ def log_filters(
     ),
     request_id: str | None = Query(default=None, pattern=r"^[A-Za-z0-9._-]{8,64}$"),
     job_id: int | None = Query(default=None, ge=1),
+    run_id: int | None = Query(default=None, ge=1),
     q: str | None = Query(default=None, max_length=200),
     since: datetime | None = None,
     until: datetime | None = None,
 ) -> LogFilters:
-    return LogFilters(list(levels), list(sources), user, event, request_id, job_id, q, since, until)
+    return LogFilters(
+        list(levels), list(sources), user, event, request_id, job_id, run_id, q, since, until
+    )
 
 
 @router.get("")

backend/app/routes/scheduler.py

@@ -117,7 +117,7 @@ def set_maintenance_settings(
 
 @router.get("")
 def get_scheduler(_: User = Depends(admin_user), db: Session = Depends(get_db)) -> dict:
-    snap = scheduler_snapshot()
+    snap = scheduler_snapshot(db)
 
     # Work still queued (shared catalog, so these are instance-wide, not per-user).
     deep_requested = (