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gbrain/docs/guides/push-context.md
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2026-06-12 06:13:55 -07:00

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Push-based context (#2095, v0.43)

Retrieval used to be pull-only: the agent had to know to ask before the brain contributed anything. Push-based context inverts that — the brain volunteers relevant pages from the recent conversation, confidence-gated so push noise never becomes worse than pull silence.

Three channels share one zero-LLM core (src/core/context/volunteer.ts):

Channel Surface When to use
reflex automatic, inside the context engine default-on for plugin hosts; nothing to call
op gbrain volunteer-context / MCP volunteer_context agents without the plugin; one call per turn
watch gbrain watch stream a transcript in, volunteered pages stream out

How it decides

  1. Extract entities across the last N turns (capitalized runs, @handles), merged with recency / frequency / user-role salience. Assistant-introduced entities and "what did she invest in?" follow-ups whose antecedent was named in the window now resolve.
  2. Resolve through the alias table, exact titles, and slug suffixes — each arm carries an honest confidence: alias 0.9, exact title 0.8, slug-suffix 0.6, +0.05 when mentioned in ≥2 turns or the newest turn.
  3. Gate at min_confidence (default 0.7 — slug-suffix matches need an explicit lower gate), suppress pages already surfaced (slug-presence only), cap at 3 pages (hard cap 5).

CLI

# one-shot: pipe recent turns (oldest → newest)
printf 'user: ask alice-example about the deal\nassistant: noted\nuser: what did she say?\n' \
  | gbrain volunteer-context

# streaming: volunteered pages print as the transcript flows
some-transcript-feed | gbrain watch --json

# the feedback loop: how often were volunteered pages actually opened?
gbrain volunteer-context --stats

Stats are approximate by design: "used" means pages.last_retrieved_at > volunteered_at — the 5-minute last-retrieved throttle causes false negatives and unrelated reads of the same page cause false positives. Use the per-arm precision to tune min_confidence, not as an exact metric.

Config

Key Default What it does
retrieval_reflex_window_turns 4 turns the ambient reflex extracts from; 1 = legacy current-turn-only (file/env plane: GBRAIN_RETRIEVAL_REFLEX_WINDOW_TURNS)
retrieval_reflex true the ambient channel's master switch
retrieval_reflex_max_pointers 3 pointer cap per turn

Per-call knobs on the op/watch: max_pages, min_confidence, session_id, turn (attribution columns in the feedback log).

Storage + privacy

Volunteered pages log to context_volunteer_events (migration v117): slug, arm, confidence, channel, optional session/turn — the rationale is a deterministic template string, never raw conversation text. Rows are pruned after 90 days by the dream cycle's purge phase. Synopses pass through the same takes/facts-fence privacy boundary as get_page.