Files
gbrain/docs/guides/push-context.md
T
Garry TanandClaude Fable 5 2d3847da00 docs: update project documentation for v0.42.43.0
Post-ship doc verification against the release diff (#2095 push-based
context + #2084 superset hardening), with a cross-model doc review:

- push-context.md: version tag corrected to v0.42.43.0; per-call knobs
  now cover prior_context/days and watch's flag surface accurately;
  feedback-log writes described as best-effort; synopsis fence-strip
  described as unconditional.
- CLAUDE.md: stale operation count (~47 -> ~90); volunteer_context
  release reference corrected to v0.42.43.0.
- KEY_FILES.md: ci-local entry rewritten to current topology (4-shard
  parallel default, four Postgres services, transaction-mode PgBouncer
  + GBRAIN_PGBOUNCER_URL/_DIRECT_URL exports); stale E2E file counts
  dropped from the selector entry.
- TESTING.md: inventory entries for the new #2084 structural pins
  (cli-exit-verdict-pin, cli-pipe-truncation), the push-context test
  suite (volunteer-context, watch-command, watch-sigint.serial,
  cli-format-volunteer), migrate v117 coverage, and the two new E2E
  files (pgbouncer-teardown env gating, volunteer-context-postgres RLS
  pin); check:all row corrected (not a superset of verify).
- AGENTS.md + RELEASING.md: ci:local descriptions updated to the
  sharded + pooler topology.
- CHANGELOG (wording only, entry preserved): "retrieved" instead of
  "opened" for the used-signal, pooler scoped to the local CI gate,
  feedback log labeled best-effort.
- llms-config.ts: index the new push-context guide; bundles
  regenerated (build:llms) and freshness test green.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-06-12 10:38:25 -07:00

3.4 KiB

Push-based context (#2095, v0.42.43.0)

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: max_pages + min_confidence on both the op and gbrain watch (--max-pages / --min-confidence, plus --window-turns / --source on watch); on the op only: prior_context (text whose already-surfaced slugs are suppressed), session_id / turn attribution params (watch stamps its own per-session id and turn numbers in the feedback log), and days to size the --stats window.

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. Event writes are best-effort (fire-and-forget, drained at CLI exit) — the log is a tuning signal, not an audit trail. Rows are pruned after 90 days by the dream cycle's purge phase. Synopses always strip the takes/facts fences — the same strip get_page applies to untrusted callers, applied unconditionally here so private fence rows never reach a prompt regardless of caller trust.