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Opt-in per-document summary column rendered into the injected <documents> index, list_project_documents JSON, and the documents API. Pipeline (projects/summaries.py, behind the narrow enqueue_summary interface): - The two shelf write routes enqueue a job on created=True; dedup hits never regenerate. Off by default (projects.summaries_enabled). - Bounded worker pool (summary_concurrency + bounded summary_queue_size; a full queue drops the job) fed by FIFO; shutdown drains queued jobs, delivers one sentinel per worker via blocking put (queue smaller than the worker pool cannot strand idle workers), and bounds only genuinely in-flight jobs with the grace period. - Jobs carry (document_id, project_id, user_id) explicitly; the job's owner is bound into the user ContextVar around the model call so tracing/usage attribution never falls back to 'default'. - Text source reuses read_text_serving_path (convertible-first rule, content validation); conversion has no deadline (await_drained), the model call has a caller-side wait limit — the worker slot is retained until the provider call actually finishes and late results are discarded. - Output contract: strip leading <think> reasoning -> unwrap fence/ quotes -> collapse to one line -> empty is NULL -> UTF-8 byte cap on a character boundary; length-capped responses (provider-normalized detectors) are failures. - set_summary pins updated_at (literal self-assignment) so a landing summary never reorders the shelf; owner-predicated UPDATE is a no-op on rows purged mid-generation. - Metrics: eligible/success/failed/skipped/queue_dropped/ uncapped_accepted. Schema/config: - project_documents.summary (migration 0036, nullable, no backfill; forward-compat floor unchanged). - Six projects.summary_* keys, all registered in STARTUP_ONLY_FIELDS (captured once at lifespan startup); config_version 57 -> 58. - run_oneshot_llm gains an optional model_overrides passthrough (passed only when set, existing callers unchanged) and a detailed variant exposing the raw response message for termination-signal detection. Docs: API.md response field, ARCHITECTURE.md pipeline paragraph, migrations AGENTS.md chain head, root AGENTS.md records the scoped all-core exception with the lift-out path.