Replaces the spawn-per-task model for LLM task types with scheduler
routing: cover_letter, company_research, and wizard_generate are now
enqueued via the TaskScheduler singleton for VRAM-aware batching.
Non-LLM tasks (discovery, email_sync, etc.) continue to spawn daemon
threads directly. Adds autouse clean_scheduler fixture to
test_task_runner.py to prevent singleton cross-test contamination.
Addresses 16 review findings across two passes:
- Clarify _active.pop/double-decrement non-issue
- Fix app.py change target (inline SQL, not kill_stuck_tasks)
- Scope durability to LLM types only
- Add _budgets to state table with load logic
- Fix singleton safety explanation (lock, not GIL)
- Ghost row fix: mark dropped tasks failed in DB
- Document static _available_vram as known limitation
- Fix test_llm_tasks_batch_by_type description
- Eliminate circular import via routing split in submit_task()
- Add missing budget warning at construction