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04-P's blocked_pending_human branch, 01-M's task-table indexing rationale, and REQ-09's boundary case all presume an autonomous dispatcher scans queued tasks and keeps serving the queue past a blocked one -- but no such component existed. org_node_lifecycle._check_concurrency (U-010) only gates a single trigger call; e2e_pipeline.run_end_to_end (U-014) drives exactly one task, synchronously, only ever called from tests. Adds src/scheduler.py: run_scheduler_once() dispatches multiple Goals via ThreadPoolExecutor bounded by org_concurrency_config.max_concurrent_goals, each worker opening its own sqlite connection (with a busy_timeout) rather than sharing one across threads -- U-027's SIGSEGV already proved that needs a hand-held lock, which would just serialize everything back to front. Also closes a gap run_end_to_end's own docstring already flagged: it never called close_task_done (PASS) or org_level_loop.run_fix_loop (FAIL), leaving every task stuck at 'validating'. finish_task_lifecycle() applies that step without changing run_end_to_end's own tested behavior or scope. Real-write concurrency (multiple threads, separate connections, same db file) is stress-tested for real in test_scheduler.py without spending API budget -- the actually-new risk surface here is the threading/connection design, not the already-validated (U-031/U-017) work itself. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>