• Users had no way to actually start a queued goal from the console --
    task.status just sits at 'queued' forever. Traced the root cause through
    03-C: c_task_create's own contract ("若 max_concurrent_goals 已达上限,
    任务落 queued 但不触发调度") implies task creation auto-triggers
    scheduling otherwise, and 03-C/04-P repeatedly assume an always-on Org
    Graph scheduler that watches the queue -- src/scheduler.py builds the
    mechanism but nothing ever spins it up as a running process, so no
    "start" button was ever designed because none was supposed to be needed.
    
    Design (confirmed with user, both recommended options chosen):
    - Pause/Stop are a soft stop, not a real subprocess kill -- the current
      in-flight `claude` call finishes naturally, only the next phase is
      withheld. Hard-killing would need Popen + PID tracking, out of scope.
    - No new task.status enum value -- reuses blocked_pending_human with
      blocked_reason='user_paused'/'user_stopped', riding the existing
      manual_resume mechanism instead of a schema change.
    
    New src/task_execution.py: run_or_resume_task_lifecycle() resumes from
    whichever phase actually hasn't run yet (queued/planning_brd_prd_sdd/
    coding), start_task_execution_in_background() runs it to completion on
    its own daemon thread + sqlite connection, request_pause() blocks an
    in-flight task. Extended /route's manual_resume handling so resuming
    from a user-initiated pause/stop actually re-continues execution in the
    background, not just flips the status field back.
    
    Real gap found while building this: backend_server.create_server() never
    stored db_path on the server object -- needed for the new background
    thread to open its own connection to the same db.
    
    22 new tests (14 src/test_task_execution.py + 8 TaskExecutionRouteTest in
    test_backend_server.py, HTTP wiring mocked around the already-unit-tested
    background thread mechanics). Verified against a real running server via
    curl: /execute 409s a non-queued task, /pause 409s a queued task and a
    double-pause, succeeds on a coding task. src/ suite: 496 tests, all green.
    
    Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
    bboonnee authored
     
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