Commit Graph
7 Commits
Author SHA1 Message Date
646179047a v0.42.56.0 feat(chronicle): Life Chronicle — temporal timeline + thought diary + bi-temporal per-entity ontology (#2390) (#2533)
* feat(chronicle): register event + diary page types (#2390)

Life Chronicle Phase A.1. Adds `event` (timeline atom) and `diary`
(first-person interiority) as temporal-primitive page types under
life/events/ and life/diary/, extractable:false — registered in
ALL_PAGE_TYPES, both base schema packs, and the inferType prefix table,
with parity fixtures. Also lands the chronicle read result types
(ChronicleTimelineRow/ChronicleTimelineOpts/LastSeenResult) consumed by
Phase A.2.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): event_page_id timeline projection + day/since/last-seen reads (#2390)

Life Chronicle Phase A.2. Adds a nullable event_page_id FK to
timeline_entries (migration v120; mirrored in schema.sql, pglite-schema,
schema-embedded) so a type:event page projects ONE date-index row keyed
to its depth page; a partial UNIQUE(event_page_id, date) makes
re-extraction with a changed summary an update, not a duplicate.

Dual-engine getTimelineForDate / getSince / getLastSeen filter the depth
page on deleted_at, hide soft-deleted event projections at READ time
(not just doctor), order by event effective_date for intra-day sequence,
and honor source scope (sourceIds[] > sourceId). Ops surface as
`gbrain day <date> [--week]`, `gbrain since <date> [--kind]`,
`gbrain last-seen <entity>`.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): auto-emit extractor — backstop + chronicle_extract job (#2390)

Life Chronicle Phase A.3. A put_page backstop (gated on status==='imported',
the auto-link/timeline trust gate, and the default-OFF auto_chronicle flag;
diary + event pages never eligible) enqueues a chronicle_extract minion job.
The job runs the extractor off the write path: deterministic when/who, an
injectable LLM judge (default = chat gateway; no-op when no gateway), an
all-or-nothing parse barrier (a malformed proposal writes NOTHING), then
content-addressed event pages + a timeline projection via the new dual-engine
upsertEventProjection (idempotent — re-run yields one event + one projection).

New: src/core/chronicle/{eligibility,config,extract-events,backstop}.ts,
engine.upsertEventProjection (both engines), the jobs.ts handler + a 10-min
timeout. 14 unit tests (eligibility, idempotency, parse barrier, backstop
gating + enqueue) green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): quick-capture for diary + manual events (#2390)

Life Chronicle Phase A.5. `gbrain capture` now routes the default slug by
type (diary → life/diary/, event → life/events/, else inbox/) and accepts
--who/--what/--where/--kind/--depth to assemble the `event:` frontmatter
block for `--type event`. User-declared event keys win per-key over the
flags. Goes through the existing put_page → write-through → embed path. 6
new unit tests; existing capture tests stay green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): bi-temporal per-entity ontology on the facts table (#2390)

Life Chronicle Phase B.10 — the feature's differentiator. Rather than a
parallel store, the open-world per-entity ontology EXTENDS the existing
`facts` table (eng-review G1): migration v121 adds dimension/value/value_hash
/dim_status columns + a deterministic partial-UNIQUE dedup key + an asof read
index. facts already supplies bi-temporal validity, supersession
(superseded_by), visibility (remote redaction), confidence, provenance, and
embedding — all inherited.

Dual-engine methods: mergeOntologyFact (deterministic value_hash dedup →
idempotent retry; same value corroborates; a different value forward-closes
the prior row's valid_until + superseded_by; a BACKDATED conflicting value is
recorded WITHOUT rewriting, surfaced by findOntologyConflicts), getOntology
with `--asof` valid-time travel (expired_at + status + validity-window in the
predicate so quarantined/superseded never leak), discoverOntologyDimensions,
findOntologyConflicts. Novel/LLM-proposed dimensions quarantine; a seed lexicon
canonicalizes name drift (job_role → role). 9 unit tests cover the full
lifecycle; typecheck pins both engines to the interface.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): ontology ops — get/add/dimensions/contradictions (#2390)

Life Chronicle Phase B.11. Exposes the bi-temporal ontology over CLI + MCP
(contract-first, auto-generated): `gbrain ontology <entity> [--asof]`,
`gbrain ontology-add <entity> <dim> <value>`, `gbrain ontology-dimensions`
(meta-ontology rollup), `gbrain ontology-contradictions`. All reads route
through sourceScopeOpts. Privacy: ontology_get redacts diary-sourced
observations (source under life/diary/) for untrusted (remote) callers. 3 op
tests (incl. the remote-redaction path); 47 op-registry/tool-def/description
tests stay green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): agent-context loader — volunteer_chronicle (#2390)

Life Chronicle Phase B.12. `loadChronicleContext` hands an agent the recent
timeline (last N days) + the validity-resolved current ontology for the
entities in play, in one zero-LLM payload, so it orients before acting — the
exact gap behind fumbled chronology. Pure composition over getSince +
getOntology (no new SQL). Exposed as the `volunteer_chronicle` read op
(`gbrain orient [--days] [--entities a,b]`); diary-sourced ontology is redacted
for remote callers. 2 loader tests + op-registry green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): backfill op — sweep existing meetings into events (#2390)

Life Chronicle Phase A.8. `chronicle_backfill` (local-only admin op;
`gbrain chronicle-backfill [--since] [--limit] [--dry-run]`) lists existing
meeting/conversation/calendar pages (source-scoped via listPages), filters
through the chronicle eligibility predicate, and enqueues one chronicle_extract
job per eligible page so existing brains populate the timeline. --dry-run
counts only; per-page enqueue failures are surfaced in `errors`, never
swallowed. 2 op tests (dry-run count + enqueue).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): delight — on-this-day + narrative rendering (#2390)

Life Chronicle Phase A.6 (delight). Dual-engine getOnThisDay (events from the
same month-day in prior years; `gbrain on-this-day [--date]`) reusing the
chronicle JOIN shape (deleted-event hiding + source scope). A pure
renderTimelineNarrative turns timeline rows into prose; `gbrain day --narrative`
returns it alongside the events. 5 tests. (Coverage gap-detection ships with
the advisor collectors next.)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): proactive advisor collector (#2390)

Life Chronicle Phase A.7. A brain-state advisor collector surfaces two
proactive signals in `gbrain advisor`: unresolved ontology conflicts (warn,
→ `gbrain ontology-contradictions`) and recent meetings with no timeline
coverage (info, → `gbrain chronicle-backfill`). Advisory-only (no dispatch_id);
runs over MCP too (not workspace-dependent); tolerant of pre-migration brains.
3 tests + advisor-op-gate green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): doctor chronicle_projection_health probe (#2390)

Life Chronicle Phase B.13. An always-run doctor check (keyed off the
event_page_id schema, NOT a migration verify-hook) counts timeline
projections whose event page is soft-deleted — hidden at read time, surfaced
here as a cleanup backlog (`gbrain integrity auto`). Tolerant of pre-migration
brains. 1 detection test. (auto_chronicle / chronicle.tz flags already work
via getConfig defaults; their docs land with document-release at ship.)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): E1 temporal recall — chronicle-type boost on temporal queries (#2390)

Life Chronicle Phase A.4 (E1, ambient temporality). Rather than a separate RRF
arm (which needs chunk hydration + risks the fusion path), E1 is a bounded
post-fusion boost: applyChronicleTypeBoost lifts `event`/`diary` results on
temporal queries, wired INSIDE runPostFusionStages' `recency !== 'off'` branch
so it fires ONLY on temporal intent — non-temporal search is bit-for-bit
unchanged (proven by 110 passing search-path tests). Bounded ([1.0,1.25]) +
floor-gated like the other metadata stages; attribution via `chronicle_boost`.
3 unit tests. (Empirical precision/negative measurement lands with the eval.)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(chronicle): feature eval — gbrain eval chronicle (PRIMARY proof) (#2390)

Life Chronicle Phase A.9, the North-Star proof. A deterministic, CI-safe eval
(brings its own in-memory PGLite; no LLM, no gateway) builds a synthetic month
corpus with a known gold chronology + a planted ontology supersession + a
planted conflict, then scores the chronicle layer on six gold tasks: day
reconstruction (intra-day order), last-seen exact date, ontology supersession,
--asof valid-time travel, contradiction surfacing, and source isolation.
`gbrain eval chronicle [--json]` exits 0 iff all pass — currently 6/6. The OFF
baseline (raw meeting pages) structurally can't order intra-day events or
time-travel ontology; the ON path does. (The live-LLM OFF-vs-ON agent arm +
LongMemEval temporal slice are a follow-up; this deterministic bar gates CI.)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(chronicle): pre-landing review — conflict validity, parse-barrier date, remote conflict redaction (#2390)

Three bugs caught by the codex pre-landing review on the diff:
1. findOntologyConflicts ignored valid_until, so a normal forward supersession
   (founder→advisor from two sources) falsely reported as a live conflict. Now
   restricted to currently-open rows (valid_until IS NULL) in both engines.
2. The extractor parse barrier accepted any when-string >= 4 chars; a non-date
   value slipped past, wrote the event page, then threw on the projection's
   ::date cast (partial write). isValidProposal now requires a real parseable date.
3. The ontology_conflicts op had no remote diary redaction (ontology_get did);
   remote callers now get diary-sourced values filtered, and conflicts that lose
   their disagreement after redaction are dropped.

Three regression tests added; 29 chronicle tests + eval 6/6 green; typecheck clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* v0.42.56.0 feat(chronicle): Life Chronicle — temporal timeline + diary + bi-temporal ontology (#2390)

Bump VERSION + package.json to 0.42.56.0 and add the CHANGELOG entry for the
Life Chronicle feature (#2390, closes duplicate #2388).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(chronicle): register #2390 surfaces with the five CI guard suites (#2390)

CI caught five guard tests that pin registration invariants my diff tripped:
- schema-bootstrap-coverage: the four v122 facts ontology columns join
  COLUMN_EXEMPTIONS (facts is migration-created; the partial indexes live
  inside v122; every reader filters dimension IS NOT NULL — same precedent
  as facts.claim_metric et al).
- no-valid-until-write (R8): both engines' mergeOntologyFact forward-
  supersession is a deliberate, documented valid_until write authority
  (engine-layer, dimension IS NOT NULL only; the contradiction probe still
  never mutates).
- doctor-categories: chronicle_projection_health registered under
  BRAIN_CHECK_NAMES (same class as child_table_orphans).
- checkTypeProliferation: the test is now threshold-relative (computes
  declared from the active pack, seeds declared+6) so base-pack growth
  can't silently move the fixed threshold again.
- schema-cli: gbrain-base page-type count 25 → 27 (event + diary), with
  assertions on both new types.

All 41 guard tests green; typecheck clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* docs: file Life Chronicle follow-up TODOs (v0.42.56.0, #2390)

Eight deferred items from the CEO/eng review decisions (auto-emit default-flip
fast-follow, live eval arm + LongMemEval slice, passive diary consent,
interval-splitting, federation, place-as-entity, meta-ontology dashboard,
materialized daily pages), each with decision provenance.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* docs(architecture): KEY_FILES entry for the Life Chronicle module (#2390)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-02 10:48:54 -07:00
099d9a8f55 v0.42.34.0 feat(search): typed-edge relational retrieval — relationship questions get relationship answers (#1959)
* feat(search): deterministic relational-query parser

Pure, ReDoS-bounded parser that detects relationship queries ("who invested
in X", "who at X works on Y", "who introduced me to X", "what connects A and
B") and maps them to typed edges. Schema-pack-extensible vocab with subset
validation against the link types ingest produces, so query-side and
ingest-side relation vocabularies can't drift. No-match / pronoun-seed /
adjacency guards keep it precision-first (a candidate only; the arm fires
only when a real seed also resolves).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(engine): relationalFanout typed-edge fan-out (both engines)

Generalizes traversePaths to a SEED ARRAY, aggregating to ranked NODES
(shortest hop, edge-richness count, via-link-types, shortest connecting
path, canonical chunk id) instead of edges. Within-source traversal (never
crosses a source boundary even across a federated scope), link_source=
'mentions' excluded by default, deleted_at filtered at seed + every neighbor
+ every node, bounded depth (<=3) + candidate cap. Adds RelationalFanoutRow
/ RelationalFanoutOpts + the relational SearchResult/SearchOpts fields to
types.

Lands in lockstep in postgres + pglite engines, pinned by a DATABASE_URL-
gated parity block in engine-parity.test.ts; a PGLite unit test exercises
the SQL (typed-edge filter, mentions exclusion, deleted_at, canonical chunk,
multi-seed connects, determinism) in default CI.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): relational recall arm + federation key hardening

Wires edge-derived candidates into bare hybridSearch as a FOURTH RRF arm
(relational-recall.ts): parse the original query -> scope-aware,
confidence-gated seed resolution (drops fallback_slugify; never traverses
from a guess) -> relationalFanout -> batch-hydrate, reinforcing each page's
REAL canonical chunk (page-level key for chunkless entity pages) ->
--explain attribution + fail-open audit row. Text-only (no-op in image
mode); pure no-op for non-relational queries; rides every downstream stage
(cosine, post-fusion boosts, dedup, reranker, autocut, token budget).

Mode wiring: relationalRetrieval + relational_retrieval_depth knobs
(conservative off; balanced/tokenmax on; depth 2), per-call thread-through
in both bare + cached paths, KNOBS_HASH_VERSION 9->10 (rel=/reld=), config
keys, modes-dashboard descriptions, and a `relational` param on the query op.

Federation hardening (structural, engine-wide): the RRF/dedup key now
carries source_id via a shared rrfKey() (fixes a latent cross-source
collapse where same-slug pages in different sources merged), and the query
cache scopes by a canonical source-set key (cacheScopeKey) so a federated
read can't be served a single-source row.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(eval): relational benchmark + recall@k harness metrics

NamedThingBench harness gains recall@k / recall@10 (the relational headline
metric) on QuestionResult + FamilyReport, plus typed seed/linkTypes/kind on
NamedThingQuestion so the graph-relationship family is machine-checkable.

Adds the relational benchmark corpus (test/fixtures/retrieval-quality/
relational/): a small entity graph whose answers are LEXICALLY UNRECOVERABLE
— every page body is generic and never names the entity it relates to, so
only the typed edge connects query to answer. corpus.ts is the canonical
source for both the seed loader and the 38-question gold set; relational.jsonl
is generated from it (a drift test pins them equal).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(eval): relational A/B proof + arm fires on all retrieval paths

Fixes the integration bug the eval caught: the relational arm was only
injected on the main RRF path, so it silently did nothing whenever vector
was unavailable — no embedding provider configured (the default in many
deployments) OR embed failure. The arm is now built once and fused via RRF
on ALL THREE hybridSearch return paths (no-embedding-provider, embed-failed
keyword fallback, main path). Without this it would have been dead in
exactly the setups that most need it.

Adds `gbrain eval retrieval-quality --ab-relational`: runs the gold set
twice (arm off vs on) in a fixed mode and reports the graph-relationship
recall@10 lift + Hit@3 + latency add. The CI A/B test pins the headline
result — recall@10 jumps from <25% (lexically unrecoverable) to >75% with
the arm on — and a non-relational query returns identical results arm-on vs
off (the no-op / no-regression gate).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* chore: bump version and changelog (v0.42.34.0)

Relational retrieval feature: typed-edge recall arm + federation key
hardening. Also updates the KNOBS_HASH_VERSION 9→10 assertions across the
remaining search test files (the bump invalidates relational-off cache rows).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* docs: document typed-edge relational retrieval (v0.42.34.0)

CLAUDE.md Search Mode: add relationalRetrieval to the knob table, the
knobs_hash v=9→10 note, and a relational-retrieval summary. RETRIEVAL.md:
add the relational recall arm to the pipeline diagram. Regenerate llms
bundles (build:llms).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(test): size relational fixtures to the actual embedding-column dim

CI shard runs with the ZeroEntropy gateway default (1280-d), but the
relational test fixtures hardcoded 1536-d embeddings, so chunk inserts were
rejected with "expected 1280 dimensions, not 1536" (CheckExpectedDim) — the
`test (6)` shard + `test-status` failures. The column width tracks the
configured gateway default and can shift with shard order, so fixtures now
probe `content_chunks.embedding`'s actual `atttypmod` after initSchema and
size embeddings to it (the pglite-engine.test.ts pattern), via a shared
`probeEmbeddingDim` helper. Verified passing at a forced 1280-d column.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-07 22:05:31 -07:00
d6db3f0ce3 v0.41.34.0 feat(search): retrieval cathedral — max-pool + title + alias + evidence (#1657)
* feat(search): per-page max-pool in searchVector (both engines)

T1 of the retrieval-cathedral wave (supersedes #1616). Vector search returned
chunk-grain top-k with no DISTINCT ON, so a page could be represented by a
weak chunk while a hub page's chunks crowded a distinct page's strong chunk
out of the candidate set entirely. Keyword search always pooled per page; the
vector path did not.

- New shared buildBestPerPagePoolCte() in sql-ranking.ts — single source of
  truth consumed by searchKeyword + searchVector across postgres + pglite, so
  the two engines can't drift (the recurring parity bug class).
- searchVector both engines: compute score as a select-list expr (HNSW
  ORDER BY stays pure-distance), pool DISTINCT ON (slug) over the full
  candidate set before the user LIMIT, deterministic tiebreak
  (slug, score DESC, page_id ASC, chunk_id ASC).
- All keyword pooling blocks refactored onto the shared builder (DRY).
- Regression test: a hub page's chunks no longer crowd out a distinct page's
  strong chunk; results are one-per-page by best chunk. Fails on old path.

Verified: real-Postgres engine-parity 22/22, PGLite hermetic suite green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): title-phrase boost (page.title first-class signal)

T2 of the retrieval-cathedral wave. A query that is a phrase from a page's
title ("Greek amphitheater" -> "The Mingtang - Indoor Greek Amphitheater")
matched a weak body chunk instead of being recognized as a title hit. Names
of things deserve weight.

- New pure title-match.ts: isTitlePhraseMatch (contiguous token-run inside
  page.title OR exact full-title match). Precision guards: >= 2 content
  tokens OR exact full-title; stopword filter; token-boundary match (no raw
  substring). Reused by the eval later so production + bench can't drift.
- applyTitleBoost post-fusion stage in hybrid.ts: reads page.title (not the
  brittle "first chunk"), floor-ratio-gated, stamps title_match_boost for
  --explain, never touches base_score (the agent's dedup confidence).
- ModeBundle.title_boost knob (1.25, on in all modes - cheap gated
  correctness fix), search.title_boost config key, dashboard description.
- KNOBS_HASH_VERSION 6 -> 7 so a boost-on cache write can't serve a
  boost-off lookup; all version-pin + canonical-bundle assertions updated.
- 18 new tests (matcher 13 + stage 5); typecheck clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): page_aliases data layer (T3 foundation)

Free-text alias resolution for search. gbrain stored a page's chosen names
in pages.frontmatter `aliases:` JSONB but search never consulted them, so a
query like "Hall of Light" or "明堂" couldn't surface the "Mingtang" page.

DELIBERATELY SEPARATE from slug_aliases (re-grounded against current code):
  - slug_aliases:  old-slug -> canonical-slug (wikilink/get_page redirect,
    populated only from concept-redirect conversions)
  - page_aliases:  normalized free-text name -> canonical slug (search hop)
Overloading slug_aliases would muddy two distinct semantics, so this is a
new table, not an extension (honors DRY by keeping concepts separate).

- src/core/search/alias-normalize.ts: ONE normalizeAlias() (NFKC + lowercase
  + ws-collapse + quote-strip) + normalizeAliasList() shared by the write
  (ingest) and read (search) paths so they match on the same key (CQ2).
- Migration v108 page_aliases (source_id, alias_norm, slug); btree
  (source_id, alias_norm) for indexed-equality hop, NOT ILIKE; unique TRIPLE
  (not source_id+alias_norm) so two pages may claim one alias — collisions
  reported + resolved at query time, not blocked at ingest (Codex#8).
  Mirror in pglite-schema.ts; Postgres fresh gets it from the migration.
- engine.resolveAliases(aliasNorms, {sourceId|sourceIds}) read +
  setPageAliases(slug, source, aliasNorms) write, both engines, source-scoped.
- 17 tests: normalize round-trip, collision, source-scope, replace, clear.

Ingest projection + the hybridSearch alias hop land next (T3 wiring).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): alias hop + ingest projection (T3 wiring)

Wires the page_aliases data layer into ingest (write) and hybridSearch (read)
so a query that is a page's declared chosen name surfaces that page — the
named-thing class neither max-pool nor title-boost can fix (true synonyms with
zero surface overlap: "Hall of Light" / "明堂" -> the Mingtang page).

- Ingest projection (import-file.ts): after the page write commits,
  normalizeAliasList(frontmatter.aliases) -> engine.setPageAliases. Always
  called (even []) so removing an alias clears its row; content_hash includes
  non-timestamp frontmatter so alias edits reach this path, not the skip branch.
  Fail-soft + pre-v108-safe (isUndefinedTableError swallowed).
- applyAliasHop (hybrid.ts), AFTER rerank so a named query reliably surfaces
  its page: FULL normalized-query exact match only (no substring/n-grams),
  skip >6-token prose queries, present-boost 1.10x / inject absent canonical at
  top-of-organic + epsilon (never absolute 1.0, D3), collisions alpha-ordered +
  capped at 3, fail-open on pre-v108 / lookup error (D9). Stamps alias_hit for
  the T4 evidence contract.
- SearchResult.alias_hit attribution field.
- 8 tests: inject/boost/CJK/no-match/long-skip/collision + ingest projection
  round-trip + alias-removal-clears. 73 pass across the T1/T2/T3 + import suite.

Backfill of existing pages' aliases lands as T8 (reindex --aliases).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): evidence/create_safety contract + search→cheap-hybrid + per-call mode (T4)

The agent-facing fix for the incident's ROOT behavior: tonight the agent read a
single blended 0.64 score, decided "no strong match, safe to write a new page",
and wrote a duplicate on a developed concept page. A blended RRF/cosine score is
not a calibrated probability, so the don't-duplicate decision must key off WHY a
page matched, not a raw number.

- evidence.ts: classifyEvidence (alias_hit > exact_title_match > high_vector_match
  > keyword_exact > weak_semantic) + createSafetyFor (exists | probable | unknown).
  stampEvidence runs at the end of every hybrid return path (main + both keyword
  fallbacks). SearchResult gains evidence + create_safety. The agent keys
  don't-duplicate off create_safety='exists', not a score threshold.
- search op → cheap-hybrid everywhere (D4/D15): full vector+keyword+RRF+pool+
  title+alias, expansion OFF (no per-call LLM cost); `query` stays full-control.
  search.mcp_keyword_only escape hatch (D17) keeps the old keyword-only behavior
  for operators who don't want query text sent to an embedding provider.
- Alias hop + evidence now also run on the keyword-only fallback paths (the
  named-thing fix is most valuable exactly when vector is unavailable).
- Per-call `mode` (D5): honored ONLY for local/trusted callers (ctx.remote===
  false) so a remote OAuth client can't escalate to costly tokenmax; local +
  unknown mode rejects loudly; threaded into resolveSearchMode + the cache key.
- 30 tests (evidence classifier incl. before/after-incident cases, per-call mode
  gate, alias hop). Updated mcp-eval-capture to the new cheap-hybrid contract.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(cli): reconcile `gbrain search` dispatch (T5)

After T4 made the `search` op cheap-hybrid, `gbrain search "x"` already does the
right thing — but `gbrain search modes/stats/tune` would have run a hybrid search
for the literal word "modes" instead of opening the config dashboard (the op
intercepts before the unreachable handleCliOnly dashboard path).

Add a pre-dispatch interception in main(): `search` + subArgs[0] in
{modes,stats,tune} → runSearch dashboard (with the v0.41.6.0 read-only connect+
dispatch 10s timeout preserved); everything else (free-text) falls through to the
cheap-hybrid `search` op. Subprocess test pins all three routes:
modes/stats → dashboard, free-text → search op ("No results", not "Unknown
subcommand").

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(eval): NamedThingBench retrieval-quality gate (T6)

The eval that makes the retrieval-maxpool incident impossible to reintroduce
silently. 7 query families, each a failure class the incident exposed:
title-substring, generic-to-named, alias-synonym, multi-chunk-dilution,
short-vs-rich, graph-relationship, hard-negative.

- src/eval/retrieval-quality/harness.ts: pure scoring (Hit@1/Hit@3/MRR per
  family) + injected SearchFn (CLI uses hybridSearch; tests stub it) +
  evaluateGate. D12 gate: hard-gate the families that ARE the bug from day one
  (title-substring Hit@1>=0.95, alias-synonym Hit@1>=0.98, dilution Hit@3=1.0),
  warn-then-enforce the softer families. Env-overridable floors.
- `gbrain eval retrieval-quality <fixture.jsonl> [--json] [--source]` +
  dispatch in eval.ts. Exit 0 PASS / 1 FAIL / 2 USAGE.
- Synthetic fixture (placeholder names only, privacy-grep guarded) + hermetic
  gate test: seeds a synthetic brain, forces the keyword+title+alias path
  (embed transport stubbed to throw — free, deterministic), asserts the bug
  families pass. The vector max-pool guarantee is pinned separately by
  searchvector-maxpool.test.ts.
- CI gate: the hermetic test is a normal unit test, so it runs in every PR
  shard — the gate is live on every change.
- 23 tests (harness unit + hermetic gate + fixture privacy guard).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(telemetry): rank-1 score drift signal (T7)

Standing observability so a retrieval regression is caught before a human hits
it in chat (like tonight). Aggregate columns on search_telemetry (NOT per-query
rows, D10): sum_rank1_score + count_rank1 + 3 coarse buckets (<0.6 / 0.6-0.85 /
>=0.85). The mean rank-1 base_score is the headline; a downward drift = retrieval
quality regressing.

- hybrid.ts: capture rank-1 base_score at all three return paths, thread through
  emitMeta → recordSearchTelemetry opts (like results_count).
- telemetry.ts: Bucket + record + flush ON CONFLICT-add + readSearchStats expose
  avg_rank1_score (null when no samples — no NaN) + rank1_distribution.
- Migration v109 ADD COLUMN IF NOT EXISTS (both engines; search_telemetry lives
  only in migration v57, so the v57+v109 chain covers fresh + upgrade). Columns
  exempted in schema-bootstrap-coverage (no forward-ref index → no bootstrap need).
- `gbrain search stats` surfaces the avg + bucket line; JSON envelope auto-carries
  the fields. "true-positive" wording dropped per Codex#14 — production has no
  labels, so this is an unlabeled rank-1 score histogram; labeled calibration
  lives in NamedThingBench (T6).
- 3 round-trip tests (mean+buckets, no-result excluded, empty=null).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(reindex): gbrain reindex --aliases backfill (T8)

Import-time projection (T3) covers new + changed pages; this backfills EXISTING
pages whose frontmatter `aliases:` predate v108 / the projection. Walks
listAllPageRefs (cheap cross-source (source_id, slug) enumeration), reads each
page's frontmatter aliases, writes page_aliases via setPageAliases.

Idempotent (setPageAliases replaces) so re-running is convergent — no op-checkpoint
needed (fast, no embedding). --dry-run reports would-write counts, --source
narrows, --limit caps, --json envelope, progress reporter. Wired into the
`reindex` dispatch alongside --markdown / --multimodal.

4 tests: backfill from array + comma-scalar frontmatter, --dry-run writes
nothing, idempotent second run.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* test(search): pre-migration fail-open regression (T9)

Pins that pre-v108 brains (no page_aliases table) keep working: applyAliasHop
returns input unchanged + doesn't throw, importFromContent with frontmatter
aliases still imports (projection swallows table-missing via isUndefinedTableError),
and resolveAliases surfaces the error for the caller to catch.

Completes the T9 mandatory regression set (dilution → searchvector-maxpool,
dispatch → cli-search-dispatch, MCP contract → mcp-eval-capture, engine parity
→ engine-parity 22/22, pre-migration → here).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(search): Phase-0 retrieval diagnostic — `gbrain search diagnose` (T0)

The operator-facing trace the user runs against the production brain to pin
which retrieval layer surfaces (or misses) a target page — the diagnostic the
plan front-loaded so we don't ship a fix that doesn't move the incident.

`gbrain search diagnose "<query>" --target <slug> [--json] [--source]` reports,
for the target: keyword rank+score, vector rank+score (skipped/graceful if no
embedding provider), whether the query is a registered alias, and the hybrid
final rank + evidence + create_safety + which boosts fired (title/alias). The
verdict names the layer that surfaces the target at rank 1 (or "none"), telling
you whether the lever is max-pool/innerLimit (vector) vs title/alias.

Wired into the `search` dispatch alongside modes/stats/tune (60s timeout since
it runs real retrieval). 2 hermetic tests (alias-query trace + title-phrase
trace). For the Mingtang incident, run:
  gbrain search diagnose "Greek amphitheater" --target projects/new-greek-theater/concept_v0

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* docs(retrieval): corrected incident record + named-thing layers + glossary (T10)

- RETRIEVAL_MAXPOOL_INCIDENT.md: replaces closed PR #1616's RFC with the
  verified record — what happened, the disease, the corrections to the RFC's
  mechanics (search was keyword-only, --mode unthreaded, hybrid already pooled
  at dedup, aliases dead to search), the four-layer fix that shipped, and the
  triage commands (search diagnose / reindex --aliases / search stats / eval
  retrieval-quality).
- RETRIEVAL.md: new "Named-thing retrieval" section documenting per-page pool +
  title boost + alias hop + the evidence contract, reconciling the doc with the
  shipped pipeline (closes the doc/reality gap).
- metric-glossary.ts + regenerated METRIC_GLOSSARY.md: Hit@1, Hit@3,
  avg_rank1_score (drift signal, not labeled accuracy), and create_safety
  (the evidence contract) now carry plain-English glossary entries.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* test(eval): NamedThingBench fixture privacy guard via slug-shape (T6 fixup)

The banned-name literal list itself tripped check-privacy/check-test-real-names.
Replace it with the load-bearing assertion: every fixture slug must be an
*-example placeholder (no real brain page can be referenced).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(search): source-isolation in per-page pool + alias hop (P0, codex adversarial)

Codex outside-voice caught two source-isolation P0s in the retrieval wave — the
exact class the v0.34.1 seal guards. Both fixed before merge.

P0-1: buildBestPerPagePoolCte pooled on `slug` alone. In a federated brain, two
pages with the same slug in different sources collapsed before ranking/pagination
(the neighbor-source page dropped). Now DISTINCT ON (COALESCE(source_id,'default'),
slug) — composite key matching dedup.ts's pageKey. Also fixes the PRE-EXISTING
keyword-path bug (best_per_page was slug-only before this wave); real-PG parity 23/23.

P0-2: the alias hop dropped source_id. resolveAliases returned bare slugs and
applyAliasHop hydrated via getPage(slug, undefined), so a federated caller could
get the default-source page injected or the right allowed-source page suppressed.
resolveAliases now returns {slug, source_id} pairs; applyAliasHop matches by
(source_id, slug) and fetches each canonical in its OWN source.

Regression tests: alias hop boosts only the aliased source (not same-slug in
another source); resolveAliases keeps cross-source same-slug distinct.

Deferred as documented tradeoffs (TODO): evidence high_vector_match label uses
blended base_score not pure cosine; deep-pagination candidate budget is
chunk-bounded; telemetry writes swallow errors pre-v109 on rolling deploys.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* chore: bump version and changelog (v0.41.30.0)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* docs: v0.41.30.0 retrieval cathedral — CLAUDE.md key files + llms regen

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* chore: renumber release v0.41.30.0 → v0.41.34.0 (queue moved)

Version trio + CHANGELOG header + CLAUDE.md key-file annotations + TODOS
heading + regenerated llms bundles, all moved to 0.41.34.0.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(ci): restore glossary roster + harden facts-anti-loop hook budget

Two CI failures surfaced after the master merges that brought the branch to
111 migrations:

1. shard 1 — `ALL_METRICS roster > matches the renderer output (no orphans)`:
   the merge took master's `renderMetricGlossaryMarkdown` whose `groups`
   array lacked this branch's 4 retrieval-quality keys (hit@1, hit@3,
   avg_rank1_score, create_safety). `ALL_METRICS` (derived via Object.keys)
   kept them, so the roster test saw 4 orphans. The freshness check
   (check:eval-glossary) passed because renderer-output == committed doc —
   it can't catch a renderer that drops a metric; the roster test can.
   Restored the "Retrieval-Quality / Evidence Metrics (NamedThingBench)"
   group + regenerated docs/eval/METRIC_GLOSSARY.md.

2. shard 2 — facts-anti-loop's two engine-dependent put_page tests failed
   while the two engine-free extractFactsFromTurn tests passed (the
   signature of a partially-failed beforeAll). This file has a documented
   PGLite-cold-start-under-deep-shard-load timeout history; the 30s budget
   was tuned for 95 migrations and the chain is now 111. Bumped to 60s.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(ci): isolate facts-anti-loop in its own process (serial)

Follow-up to the prior hook-timeout bump, which was the wrong theory: the
[58ms]/[71ms] body times in the re-run prove beforeAll did NOT time out —
the engine connects and the two put_page tests run and fail for real, while
the two engine-free extractFactsFromTurn tests in the same file pass.

put_page (via dispatchToolCall) touches process-global singletons (the
facts queue + the AI gateway used by importFromContent's embed step). Some
sibling file in the 78-file shard-2 process leaves residual global state
that makes put_page's pre-backstop path fail on the CI runner. The failure
is NOT reproducible alone, in a Linux oven/bun:1 container, or in a full
local shard-2 run (1172 pass) — only on the GitHub runner, deterministically.

Per CLAUDE.md's test-isolation rules, a test coupled to shared process
state belongs in its own process. Renamed to *.serial.test.ts so it runs
in the dedicated serial-tests job (scripts/run-serial-tests.sh spawns a
fresh `bun test` per serial file), where it passes deterministically;
test-shard.sh excludes serial files from the matrix. Updated the comment
to reflect the real cause and refreshed the test-weights.json key.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(ci): close cross-file gateway-config pollution in test shards

The prior serial-move theory was incomplete. The real, single root cause
behind all three shard failures (2, 5, 10) is cross-file AI-gateway config
pollution within a shard's bun process:

- A test calls configureGateway() and doesn't restore the gateway on exit.
  The legacy-embedding preload pins OpenAI/1536 ONCE at process start and
  re-pins per-test ONLY when the gateway slot is empty — so a leaker that
  reconfigured the gateway to the v0.37 default (zeroentropyai:zembed-1 /
  1280-d) and never reset poisons every later file in the shard.
- Victim A (shard 5, test/search/searchvector-maxpool.test.ts): runs
  initSchema in beforeAll under the leaked gateway → content_chunks.embedding
  becomes vector(1280) → inserting its hardcoded 1536-d basis vectors throws
  pgvector CheckExpectedDim.
- Victims B/C (shard 10 facts-backstop-gating, shard 2 facts-anti-loop):
  put_page's importFromContent embeds by design (embed failure PROPAGATES,
  Codex C2). Under a leaked fake-key gateway the embed step 401s and put_page
  returns isError → the backstop assertions fail.

My branch's shard re-partition (added test files + weight changes) merely
co-located leakers with victims; the hazard was latent.

Fixes (root cause + self-sufficient victims):
- test/search/rerank.test.ts (the shard-5 leaker): add afterAll(resetGateway).
  Its stub omits embedding_model, so it fell back to the ZE/1280 default;
  now it restores the empty slot so the preload re-pins legacy for the next
  file.
- test/search/searchvector-maxpool.test.ts: pin configureGateway(openai/1536)
  in beforeAll BEFORE initSchema (initSchema runs before any preload
  beforeEach, so it can't rely on the inherited slot).
- test/facts-backstop-gating.test.ts + test/facts-anti-loop.test.ts: reset
  the gateway in beforeEach so put_page's embed is a graceful no-op; reverted
  anti-loop from the serial quarantine back into the matrix (the serial move
  was the wrong fix for a gateway-state problem).

Validated deterministically: a non-resetting leaker that poisons the gateway
to ZE, run first in one bun process, no longer breaks any of the three
victims (14/14 pass). verify 29/29, typecheck clean, isolation lint clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-05-30 12:07:38 -07:00
a19ee8bafe v0.40.2.0 feat: trajectory routing for temporal + knowledge_update (gbrain think + LongMemEval) (#1296)
* feat(facts): add event_type column + trajectory-format helper (v0.40.2.0 Commit 1)

Substrate work for v0.40.2.0 Track B (trajectory routing for temporal +
knowledge_update). This commit lands the schema + the shared formatter;
think wiring + LongMemEval extractor + intent routing come in Commits 2-4.

Migration v81 (facts_event_type_column):
  ALTER TABLE facts ADD COLUMN event_type TEXT (nullable, metadata-only).
  Lets the v0.35.4 typed-claim substrate carry event-shaped rows
  (event_type='meeting'/'job_change'/'location_change') alongside the
  metric-shaped rows (claim_metric/claim_value etc) it has carried since
  v67. Temporal-reasoning questions ("when did I last meet Marco") need
  the event shape; the metric shape doesn't fit them.

Engine changes (pglite + postgres parity):
  - TrajectoryPoint.event_type: string | null added; projection in both
    findTrajectory SQL paths returns the column.
  - TrajectoryOpts.kind?: 'metric' | 'event' | 'all' added (default 'all').
    Defensive opt that future-proofs filtering once event rows accumulate.
  - Both engines apply the new kind filter at SQL level when set.

Back-compat (codex outside-voice concern):
  Existing callers (founder-scorecard, eval-trajectory) already defensively
  skip metric === null rows in their per-metric math. Event-only rows
  (metric=NULL, event_type='meeting') ride through invisibly to those
  callers — verified by the new regression test that asserts byte-identical
  computeFounderScorecard + computeTrajectoryStats output with and without
  event rows in the input. Both callers now pass kind:'metric' explicitly
  for call-site clarity (no behavior change).

MCP find_trajectory op:
  - event_type added to the wire-shape map.
  - kind param added to the op declaration (enum metric/event/all).

Shared formatter (src/core/trajectory-format.ts, new):
  formatTrajectoryBlock(points, entitySlug, opts) — sibling shape to
  renderTakesBlock + renderChatBlock. Groups by (metric ?? event_type).
  Per-metric cap 20, total cap 100 (prompt-budget guardrail). For
  knowledge_update intent, annotates value-change rows with
  "(superseded prior)" — the explicit signal codex flagged was missing
  from default RRF-ordered retrieval. Promoted to src/core/ so both
  gbrain think (Commit 2) and the LongMemEval harness (Commit 4)
  consume one source of truth.

Prompt-injection coverage (codex Problem 10):
  src/core/think/sanitize.ts INJECTION_PATTERNS extended with three
  new entries — close-trajectory, open-trajectory, xml-attr-inject —
  so adversarial </trajectory> sequences in extracted text get
  escaped before reaching the model. Parity with the existing
  </take> coverage.

Tests (all hermetic, no DATABASE_URL):
  - test/trajectory-format.test.ts (17 cases, all green): grouping,
    caps, sanitization, supersession annotation, determinism,
    provenance, text-cap, adversarial </trajectory> escape.
  - test/engine-parity-event-type.test.ts (6 cases): PGLite round-trip
    of the column + kind filter matrix.
  - test/regressions/v0_40_2_0-trajectory-backcompat.test.ts (4 cases):
    pins the byte-identical-output contract that founder-scorecard's
    per-metric math ignores event rows.
  - test/migrate.test.ts: v81 round-trip verified via existing
    structural assertion harness.
  - 209 tests across 5 impacted suites pass; bun run verify clean
    (17 pre-checks including privacy, jsonb, type, fuzz purity).

Plan: ~/.claude/plans/system-instruction-you-are-working-crystalline-owl.md
GSTACK REVIEW REPORT: CEO + ENG + CODEX CLEARED.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(think): trajectory injection for temporal + knowledge_update (v0.40.2.0 Commit 2)

Wires the v0.40.2.0 substrate (Commit 1's facts.event_type column +
formatTrajectoryBlock) into the production `gbrain think` surface.
Default ON; flip `think.trajectory_enabled=false` to opt out.

New pure modules (zero engine dependency):
  - src/core/think/intent.ts — classifyIntent(question): regex-first
    routing into 'temporal' | 'knowledge_update' | 'other'. KU wins over
    temporal when both match. The 'other' fast path short-circuits with
    zero SQL.
  - src/core/think/entity-extract.ts — extractCandidateEntities() pulls
    high-precision candidates from retrieval slugs (people/, companies/,
    organizations/, deals/) and medium-precision noun phrases from the
    question. Word-level tokenization + stop-word boundaries stitch
    "Blue Bottle" as one candidate while splitting "I last meet Marco"
    correctly. Leading-verb stripper drops "meet", "visit" etc so
    "marco" surfaces cleanly. Cap of 5 per question.

Engine-touching wiring (src/core/think/index.ts):
  - RunThinkOpts gains 4 fields: withTrajectory (default true),
    sourceId, allowedSources, remote.
  - readThinkTrajectoryEnabled() reads the config kill switch; default
    true; survives missing config table on legacy brains.
  - Trajectory orchestration sits between gather and prompt assembly:
    intent classify → extract candidates → per-candidate
    resolveEntitySlugWithSource → skip fallback_slugify → 5s timeout
    Promise.race + 3-wide concurrency cap → formatTrajectoryBlock.
    Any error degrades to "no block" + TRAJECTORY_INJECTION_FAILED
    warning; the think call itself never crashes from trajectory.
  - On success, TRAJECTORY_INJECTED_<N>_POINTS warning records the
    count for downstream telemetry.

Prompt placement (src/core/think/prompt.ts) — Codex Problem 6 fix:
  buildThinkUserMessage's trajectoryBlock slot honors BOTH existing
  orderings — calibration mode inserts trajectory between calibration
  and question; default mode inserts between retrieval and the output
  instruction. NO third ordering is introduced. Empty trajectoryBlock
  skips the "Known trajectory:" header entirely (don't cue the model
  we tried).

Resolution-source signal (src/core/entities/resolve.ts) — Codex Problem 5:
  New companion resolveEntitySlugWithSource() returns
  {slug, source: 'exact_page' | 'fuzzy_match' | 'fallback_slugify'}
  so trajectory routing can skip fallback-only resolutions —
  querying findTrajectory on an invented slug always returns [] and
  wastes a SQL round-trip. The original resolveEntitySlug keeps its
  contract for pre-v0.40 callers.

MCP think op handler (src/core/operations.ts):
  Extracts sourceScopeOpts(ctx) into scalar sourceId + allowedSources
  + remote, threads through to runThink. CLI callers omit (engine
  default source, remote=false). Mirrors the same source-scope
  discipline applied to all other read paths in v0.34.1.0.

Sanitization (Commit 1 already extended INJECTION_PATTERNS for
</trajectory> — consumed here).

Test coverage (all hermetic, no DATABASE_URL, no API keys):
  - test/think-intent.test.ts (14 cases) — temporal, KU, other,
    precedence (KU wins when both match), defensive non-string inputs.
  - test/think-entity-extract.test.ts (10 cases) — retrieved-slug
    source, noun-phrase source, stop-word stripping, leading-verb
    stripping, dedup across sources, 5-candidate cap.
  - test/think-trajectory-injection.test.ts (7 cases against PGLite
    in-memory) — temporal intent injection happy path with superseded-
    prior annotation, "other" intent short-circuit, withTrajectory:
    false bypass, think.trajectory_enabled=false config bypass,
    empty-trajectory skip, engine.findTrajectory throw is caught
    (Promise.allSettled defense), TRAJECTORY_INJECTED warning count.
  - Existing test/think-pipeline.serial.test.ts re-asserted unchanged
    (10 cases — calibration mode parity, gather, sanitization,
    cite-render all intact).

72 tests pass across 7 impacted suites; bun run verify clean (17 pre-
checks). Defaulted on per CEO + Eng D1; kill switch via config.

Plan: ~/.claude/plans/system-instruction-you-are-working-crystalline-owl.md

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(longmemeval): inline Haiku claim extractor + content-hash cache (v0.40.2.0 Commit 3)

Populates the LongMemEval benchmark brain's facts table inline at
import time so Commit 4's intent routing has data to retrieve. Per the
CHANGELOG D1 decision, this is full-haystack preprocessing — disclosed
explicitly in the benchmark output's methodology_note field (Commit 4).

New module src/eval/longmemeval/extract.ts:
  extractAndInsertClaims({engine, client, model, sessionSlug,
                          sessionId, sessionBody, sourceId, aliasMap})
  - Hashes the session body (sha256) for cache lookup.
  - Cache hit → reuses parsed claims (cuts a 3-iteration benchmark
    run from $1.50 to $0.50 when sessions repeat across questions,
    as they do in LongMemEval).
  - Cache miss → one Haiku call. System prompt asks for
    {entity, metric, value, unit, period, event_type, valid_from, text}[]
    JSON. New parseExtractedJsonArray() helper does fence-strip + parse
    (parseModelJSON from cross-modal-eval is shaped for scored objects,
    not arrays — different parser needed here).
  - Per-record validateClaim() drops malformed records (missing
    entity, bad date) silently; the rest land in NewFact rows.
  - Per-question AliasMap (Codex Problem 4 — semantics pinned):
    "Marco" + "Marco Smith" + "marco" in the SAME question collapse
    to one slug via first-mention-wins canonicalization. Across
    questions, the harness creates a fresh map (no leak).
  - Real-page-aware entity resolution via the v0.40.2.0
    resolveEntitySlugWithSource (Commit 2). Slugify-fallback rows
    still insert (we need the data); the resolution_source signal
    is only consulted at trajectory retrieval time (Commit 4).
  - Bulk insert via engine.insertFacts with the
    `gbrain-allow-direct-insert` allow-list comment per the
    check-system-of-record CI guard contract — benchmark brain is
    ephemeral in-memory PGLite, no markdown source-of-truth applies.
  - Fail-open posture: Haiku throw, malformed JSON, insert collision
    all return inserted=0 without throwing. One bad session never
    kills the per-question loop.
  - getCacheStats() exposes hits/misses/size for the per-run stderr
    telemetry Codex Problem 14 asked for (empirical hit-rate
    reporting; the optimistic claim self-verifies).

Substrate plumbing (extends Commit 1):
  - NewFact.event_type?: string | null added in engine.ts so the
    extractor can pass event-shaped rows through to insertFacts.
  - PGLite engine + Postgres engine insertFacts() now persist
    event_type. Param-positional dispatch extended to 20/21 placeholders
    (null-embedding vs embedding-present); tx.unsafe vector cast on
    Postgres path unchanged.

Test coverage (test/longmemeval-extract.test.ts, 13 cases, hermetic):
  - Happy path: typed-claim + event rows both insert with correct
    kind (event_type='meeting' → kind='event'; claim_metric='mrr'
    → kind='fact').
  - Alias map: per-session collapsing ("Marco" + "Marco Smith"),
    cross-session persistence within one question, fresh map per
    question (caller-clears semantics pinned).
  - Content-hash cache: identical body → cache hit, only ONE Haiku
    call across two sessions; different bodies miss; getCacheStats
    reports hits/misses/size.
  - Fail-open: malformed JSON, Haiku throw, empty array output,
    invalid records (missing entity, bad date) — none crash; 0
    inserted in each case.

55 tests pass across 4 impacted suites; bun run verify clean.

Plan: ~/.claude/plans/system-instruction-you-are-working-crystalline-owl.md

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(longmemeval): trajectory intent routing + prompt splice + methodology disclosure (v0.40.2.0 Commit 4)

The final wiring: per-question intent classification + trajectory call
+ block splice into the answer-gen prompt. Plus the methodology
disclosure stamps that close out the Codex D1 contract.

New module src/eval/longmemeval/intent.ts:
  classifyIntent(q): prefers q.question_type from the dataset
  (LongMemEval ships labels like 'temporal-reasoning',
  'knowledge-update', 'single-session-user') before falling back to
  the SHARED regex set imported from src/core/think/intent.ts.
  Single source of truth for the regex — think and longmemeval
  cannot drift.

Harness wiring in src/commands/eval-longmemeval.ts:
  - runEvalLongMemEval() spawns an extractor model via resolveModel
    (tier:'utility' → haiku) when trajectory routing is enabled.
    Calls resetExtractorState() once per benchmark run so the
    content-hash cache + counters start clean.
  - runOneQuestion() creates a FRESH per-question AliasMap (Codex
    Problem 4 — first-mention-wins canonicalization stays scoped to
    one question, never leaks across).
  - Per session: after importFromContent lands, extractAndInsertClaims
    populates the facts table. Fail-open if the Haiku call errors;
    next session keeps going.
  - After hybridSearch returns: classifyIntent(q) routes
    temporal/knowledge_update through extractCandidateEntities (the
    SHARED helper from Commit 2's think/entity-extract) → per-candidate
    findTrajectory with 5s Promise.race timeout → formatTrajectoryBlock.
    First candidate with a non-empty trajectory wins.
  - generateAnswer() splices the trajectory block BEFORE the
    Retrieved sessions block. Empty block (no entity match / no
    points) → no "Known trajectory:" header (don't cue the model
    we tried).
  - JSON envelope gains 5 fields per question when trajectory routing
    is on: intent, trajectory_points, entity_resolved,
    resolution_source, methodology_note. methodology_note also
    written to stderr at run completion.

Resolution-source gate DIVERGES from think (intentional):
  In the think production path, fallback_slugify results are skipped
  because querying invented slugs wastes SQL — production brains have
  canonical pages. In the LongMemEval benchmark, there ARE no
  canonical pages; both the extractor and the lookup go through
  slugify-fallback on the same free-form name, so they cohere on the
  same slug. Applying the think-path gate here would permanently
  block trajectory injection on the benchmark. Comment in
  runOneQuestion documents the divergence.

New CLI flag --no-trajectory:
  Bypasses BOTH the Haiku extractor AND the per-question intent
  routing. Used by the measurement protocol to baseline default-on vs
  no-trajectory across 3 seeds per condition with paired-bootstrap
  CI. Documented in the help text.

New RunOpts fields:
  - extractorClient?: ThinkLLMClient — separate stub from the
    answer-gen client so tests can isolate the two surfaces.
  - extractorModel?: string — model override for the Haiku call.

methodology_note = 'extractor=haiku-preprocess-full-haystack-v1'
stamped on:
  - Every per-question JSON envelope row.
  - Stderr summary at run completion.
This is the Codex D1 contract: the temporal-reasoning delta we
publish is "gbrain + Haiku-preprocess pipeline" vs "gbrain alone",
not directly comparable to LongMemEval's published baselines
without that disclosure.

Extractor cache hit-rate stderr summary (Codex Problem 14):
  '[longmemeval] extractor.cache_hits: 412 / 489 sessions (84.2%,
  cached_bodies=412)' — empirical verification of the optimistic
  hit-rate claim. The optimistic number self-verifies per run.

Test coverage (all hermetic, no API keys):
  - test/longmemeval-intent.test.ts (9 cases) — dataset
    question_type → Intent mapping for all six LongMemEval labels;
    dataset label trumps question-text signal; unknown labels fall
    through to the regex classifier.
  - test/longmemeval-trajectory-routing.test.ts (4 cases) —
    end-to-end through runEvalLongMemEval with both clients stubbed:
    trajectory block lands in answer-gen prompt for temporal
    intent + absent for 'other'; --no-trajectory bypasses extractor
    AND injection AND omits envelope fields; methodology_note
    stamped on every routed row; perf gate preserved (< 10s for
    2-question fixture).

118 tests pass across 11 impacted suites; bun run verify clean.

Wave complete. CHANGELOG draft + measurement plan live in the plan
file. v0.40.2.0 ready for /ship after a real-LLM spot-check run.

Plan: ~/.claude/plans/system-instruction-you-are-working-crystalline-owl.md

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: bump version and changelog (v0.40.2.0)

v0.40.2.0 trajectory routing wave — gbrain think now grounds answers
about temporal/knowledge-update questions in the typed-claim timeline
the brain has been quietly building via the extract_facts cycle phase.
Default ON; flip think.trajectory_enabled=false to opt out.

LongMemEval-side wiring lands the same plumbing in the benchmark
harness with explicit methodology disclosure (extractor=haiku-preprocess-
full-haystack-v1) in the JSON envelope and stderr summary — the published
temporal-reasoning number is "gbrain + Haiku-preprocess" vs "gbrain alone",
not directly comparable to LongMemEval's published baselines without that
disclosure.

Plan: ~/.claude/plans/system-instruction-you-are-working-crystalline-owl.md
3 review passes: CEO + ENG + CODEX all CLEARED.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: sync project docs for v0.40.2.0 trajectory routing

CLAUDE.md, README.md, AGENTS.md extended with the v0.40.2.0 trajectory
routing surface: gbrain think integration (default ON via
think.trajectory_enabled config key), facts.event_type schema column +
TrajectoryPoint.event_type + TrajectoryOpts.kind filter, shared
formatTrajectoryBlock helper in src/core/trajectory-format.ts,
LongMemEval extractor + intent routing + methodology disclosure,
migration v82.

llms-full.txt regenerated to match CLAUDE.md edits (CI test/build-llms
gate).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: fill v0.40.2.0 unit + e2e gaps (71 new tests across 7 gap areas)

Audit of the trajectory-routing wave's test surface vs the shipped
code surfaced 7 gaps. All filled, all green. Total: 343 tests across
17 impacted suites (was 272 pre-fill).

Gap 1 — Migration v86 structural tests (11 new in test/migrate.test.ts):
  - v86 entry exists with documented name + idempotent
  - exactly one event_type column add to facts
  - IF NOT EXISTS guard
  - column is nullable (no NOT NULL, no DEFAULT regression guard)
  - does NOT create any index (event_type is selectivity-poor)
  - does NOT touch any other table (blast-radius pin)
  - does NOT carry a sqlFor override (engine-shared SQL contract)
  - PGLite round-trip: column exists with right type + nullable
  - event_type INSERT/SELECT round-trip
  - NULL round-trip for legacy + metric-only rows
  - LATEST_VERSION >= 86 contract pin

Gap 2 — resolveEntitySlugWithSource branch coverage (12 new in
test/entity-resolve.test.ts):
  - exact_page branch (full slug, slug-shape match)
  - fuzzy_match branch (Title-cased display name, bare first name via
    prefix expansion)
  - fallback_slugify branch (unseeded name, multi-word non-match
    phrase, accented input)
  - null tail (empty + whitespace)
  - back-compat parity with resolveEntitySlug for both exact_page and
    fallback_slugify branches

Gap 3 — INJECTION_PATTERNS dedicated coverage for new entries (18 new
in test/think-sanitize-trajectory.test.ts):
  - close-trajectory entry registered + matches canonical and
    whitespace/case variations
  - open-trajectory entry registered + matches both no-attr and
    with-attrs forms
  - xml-attr-inject strips entity=/metric=/event_type=/kind=
  - does NOT strip non-trajectory attribute names (class/id/title)
  - combined multi-vector attack: all three patterns fire
  - formatTrajectoryBlock end-to-end with adversarial extractor text:
    one live </trajectory> (the wrapper, not the injection); one
    entity= attribute (the wrapper, not the injection)
  - pattern ordering invariant: new entries land after close-take

Gap 4 — runThink calibration-mode placement contract (3 new in
test/think-trajectory-injection.test.ts):
  - default mode: question → pages → takes → trajectory → instruction
  - calibration mode: pages → takes → calibration → trajectory →
    question → instruction (Codex P6 — no third ordering invented)
  - empty trajectory in calibration mode preserves the existing
    calibration shape (no false-positive cue)

Gap 5 — runThink resolution_source != fallback_slugify gate (1 new
in test/think-trajectory-injection.test.ts):
  - candidate that only matches via fallback_slugify is NOT queried
    (think-path divergence from longmemeval-path which accepts it)

Gap 6 — E2E for runThink trajectory injection (7 new in
test/e2e/think-trajectory-pglite.test.ts):
  - full pipeline lands <trajectory> block in answer-gen prompt
  - knowledge_update intent annotates value-change rows with
    (superseded prior)
  - 'other' intent short-circuits (no block, no SQL)
  - think.trajectory_enabled=false config bypasses entire path
  - empty brain → graceful no-op (no crash, no block)
  - multi-entity deterministic ordering
  - adversarial </trajectory> in seeded fact text is escaped before
    reaching the LLM (end-to-end sanitization gate)

Gap 7 — longmemeval extractor stress + persistence pins (6 new in
test/longmemeval-extract.test.ts):
  - alias map cross-session stress with 12 sessions in one question;
    all 12 rows collapse under ONE entity_slug
  - different entities stay separate across many sessions
  - embedding + embedded_at both NULL on benchmark-inserted rows
    (regression guard against accidental embed-on-write)
  - row_num sequential + source_markdown_slug stamped per session
    (v0.32.2 partial UNIQUE index contract)
  - source field stamped "longmemeval:extractor" (audit-tag pin)
  - cache key invariance: same body hash hits cache across different
    sessionId/slug

bun run verify clean (17 pre-checks). No regressions in any of the
14 non-new impacted suites.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: exempt facts.event_type from schema-bootstrap-coverage CI guard

The schema-bootstrap-coverage CI guard (test/schema-bootstrap-coverage.test.ts)
enforces that every ALTER TABLE ADD COLUMN in MIGRATIONS is covered by
applyForwardReferenceBootstrap OR by PGLITE_SCHEMA_SQL's CREATE TABLE
bodies OR by COLUMN_EXEMPTIONS.

v0.40.2.0's migration v87 adds facts.event_type but deliberately ships
without a bootstrap probe because:
  - No CREATE INDEX in PGLITE_SCHEMA_SQL references event_type
  - No FK references event_type
  - All existing callers (founder-scorecard, eval-trajectory, gbrain
    think trajectory injection) defensively skip NULL-metric rows in
    per-metric math, so event_type=NULL on pre-v87 brains is invisible
  - Pre-v87 brains land event_type=NULL via the migration ALTER

Exactly mirrors the precedent set by facts.claim_metric / claim_value /
claim_unit / claim_period exemptions (v67 typed-claim columns) which
are exempted for the same structural reason: column-only migration,
no forward-reference index, no downstream filter breaks on old brains.

Adding facts.event_type to COLUMN_EXEMPTIONS with a brief rationale
comment matching the existing v0.35.6 entry shape.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-22 22:37:15 -07:00
f004a27429 v0.35.1.1: longmemeval fix wave (adapter + slug + gateway-wire) (#1056)
* docs(designs): 2026-05 embedder shootout eval plan

Adds docs/designs/2026_05_EVAL_PLAN.md — the approved plan + 6 Conductor session
briefs for the OpenAI vs Voyage vs ZeroEntropy embedder comparison.

Why: produce a publishable comparison report for v0.35.x release notes pinning
"which embedder wins, and does zerank-2 carry the win for ZeroEntropy" against
public LongMemEval + in-house BrainBench.

Each session brief is self-contained — repo, branch, commits, verify, ship,
deliverable, hand-off. Stewardable one section per Conductor session.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(pricing): add voyage-4-large + zembed-1 to EMBEDDING_PRICING

v0.35.0.0 shipped ZeroEntropy zembed-1 + zerank-2 reranker support and
expanded the Voyage allow-list to include voyage-4-large. The pricing
table missed both, so `gbrain upgrade`'s post-upgrade reembed prompt
silently fell back to "estimate unavailable" for users on these models.

- voyage:voyage-4-large @ $0.18/MTok (same as voyage-3-large)
- zeroentropyai:zembed-1 @ $0.05/MTok

New test file pins both entries plus the openai/voyage-3-large baselines,
case-insensitive provider matching, bare-model openai-default fallback,
table integrity (lowercase providers, finite non-negative prices), and
the estimateCostFromChars approximation. 11 cases, 46 expect() calls.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(exports): expose gbrain/ai/gateway with canary test

Adds ./ai/gateway to the package.json exports map so external eval
consumers (notably gbrain-evals, the sibling repo running the embedder
shootout in docs/designs/2026_05_EVAL_PLAN.md) can call configureGateway
directly to swap embedding providers per cell.

Why: pre-v0.35.1.0, gbrain-evals adapters hardcoded gbrain/embedding,
which means every retrieval adapter was OpenAI-only. The newly-exposed
gateway lets adapters route through Voyage and ZeroEntropy without
forking gbrain or duplicating the recipe wiring.

- package.json: add "./ai/gateway" -> "./src/core/ai/gateway.ts"
- scripts/check-exports-count.sh: bump expected count 17 -> 18
- test/public-exports.test.ts: add canary pinning configureGateway + embed,
  bump expected count assertion

Pre-existing import-resolution failures in this test file (16 on master)
are unrelated to this change — they're a longstanding Bun package
self-import behavior. The count + EXPECTED_EXPORTS list-match assertions
both pass cleanly.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(eval): add --resume-from <jsonl> to gbrain eval longmemeval

Multi-cell embedder shootouts spend $50+/cell on the gpt-4o judge after
gbrain emits hypotheses. A mid-run abort (rate-limit, cost-cap, OS
interrupt, SIGKILL) previously meant re-paying the full cell. This flag
makes those aborts cheap: re-invoke with --resume-from pointed at the
partial JSONL and only the unanswered question_ids re-run.

Behavior:
- Read question_ids from the file; skip them on this run.
- Rows with non-empty hypothesis count as done.
- Rows with hypothesis="" AND an error field are NOT skipped (retry case
  for per-question failures recorded by the existing try/catch).
- Corrupt trailing lines (SIGKILL'd writer mid-line) are silently skipped
  with a stderr warn.
- When --resume-from path == --output path, the output emitter opens the
  file in append mode instead of truncating, so the existing rows survive.
- Empty resume case (all questions already done) returns immediately
  without spinning up the brain or calling the client.

New exported helper loadResumeSet() makes the parser unit-testable.

6 new test cases pinning:
- File-not-found returns empty set
- Well-formed JSONL load
- Error-row retry semantics (empty hypothesis + error -> not in set)
- Truncated final line recovery
- End-to-end resume against the 5-question mini fixture
- All-done early-return (stub client must NOT be invoked)

All 18 cases in test/eval-longmemeval.test.ts green; bun run typecheck
clean.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: v0.35.1.0

Bumps VERSION + package.json + CHANGELOG entry for the embedder-shootout
prereq release. Three additive changes from the prior 4 commits:

- pricing: voyage-4-large + zembed-1 entries
- exports: gbrain/ai/gateway is now public
- eval: gbrain eval longmemeval --resume-from <jsonl>

Each commit on this branch is independently bisect-friendly and CI-green;
the CHANGELOG entry is the user-facing rollup. No migrations, no breaking
changes — the gateway export expands the surface, the resume-from flag is
additive, the pricing patch only changes "estimate unavailable" -> a real
dollar figure for two specific models.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(eval): longmemeval adapter handles _s split + sanitizes session_id slugs

Three tightly-coupled bugs blocked `gbrain eval longmemeval` against the
public LongMemEval _s split from HuggingFace (the dataset every shootout
cell needs):

1. HAYSTACK SHAPE: the _s split serializes haystack_sessions as
   LongMemEvalTurn[][] (each inner array is one session's turns directly)
   plus a parallel `haystack_session_ids: string[]` field. The
   pre-v0.35.1.1 adapter expected only the oracle `{session_id, turns}`
   shape and crashed with `session.turns is undefined` on every question.
   Fix: new `normalizeSessions` helper accepts both shapes, mirroring the
   proven `normalizeSessions` in gbrain-evals/eval/runner/longmemeval.ts.

2. SLUG VALIDATOR: the _s split's session_ids look like
   `sharegpt_yywfIrx_0` — underscored and mixed-case. The v0.32.7 CJK
   wave's `validatePageSlug` rejects both (allowed set is `[a-z0-9-]`
   case-insensitive, slash-separated). Fix: `sanitizeSessionIdForSlug`
   lowercases and replaces `_` + `.` + any other non-[a-z0-9-] character
   with `-`. The frontmatter `session_id:` keeps the original verbatim
   for downstream JSONL emit; only the SLUG is rewritten.

3. INTERFACE: `LongMemEvalQuestion.haystack_sessions` typed as a union
   of `LongMemEvalSession[] | LongMemEvalTurn[][]` so TypeScript callers
   see both shapes are accepted. New `haystack_session_ids?: string[]`
   field documented as parallel to the array-of-turns shape.

Pre-v0.35.1.1 caught by a fresh smoke pre-spend (3 questions × ZE @ 2560
→ 3 errors). Post-fix: 3/3 OK with non-empty hypotheses, single-session
recall measured (low on a 3-question sample but the pipeline runs).

2 new regression test cases pinning:
- _s split shape normalizes (slugs sanitized + frontmatter preserves
  original session_id + dates flow through)
- _s split with missing haystack_session_ids synthesizes
  `lme_<question_id>_<i>` ids

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(cli): configure AI gateway before running gbrain eval longmemeval

v0.28.8 skipped connectEngine() for `gbrain eval longmemeval` so the
subcommand could run on machines without a configured brain. Side
effect (silent until v0.35.1.0 made it observable via the embedder
shootout): the gateway was never configureGateway()'d either, so the
first embed call inside importFromContent crashed with "AI gateway is
not configured. Call configureGateway() during engine connect."

Fix: call configureGateway() before runEvalLongMemEval, mirroring the
connectEngine() path. Reads `~/.gbrain/config.json` when present; falls
back to env vars (GBRAIN_EMBEDDING_MODEL, GBRAIN_EMBEDDING_DIMENSIONS,
OPENAI_API_KEY, etc.) when there's no config — preserving the v0.28.8
"runs on fresh machine" property.

Gated on the --help short-circuit so `gbrain eval longmemeval --help`
still works without spinning up the gateway.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: v0.35.1.1

Bumps VERSION + package.json + CHANGELOG entry for the longmemeval fix
wave. Three commits this branch:

1. fix(eval): adapter handles _s split + sanitizes session_id slugs
2. fix(cli): configure AI gateway before running gbrain eval longmemeval
3. chore: v0.35.1.1

Each commit independently bisects; CHANGELOG entry is the user-facing
rollup. No schema migration; no breaking change.

Caught pre-spend by smoking Phase 1 of the embedder shootout — would
otherwise have wasted ~$476 in judge tokens across 7 cells.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* ci: retrigger workflows

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-16 13:19:04 -07:00
9fb4d7eb5b v0.33.3.0 feat(v0.33.3): code intelligence MCP foundation (v0.34 W0a-c + W3) (#934)
* feat(v0.34 pre-w0): add code-retrieval eval harness for v0.34 ship gate

Captures pre-v0.34 retrieval quality on the gbrain self-corpus before any
code-intel work lands, so the v0.34 ship gate (precision@5 +10pp OR
answered_rate +15pp on >=15/30 questions) measures real improvement
rather than an after-the-fact retuned baseline.

* src/eval/code-retrieval/harness.ts -- pure-function metrics (precision@k,
  recall@k, top-1 stability, gate evaluator) + EvalRunReport types stable
  across schema_version 1
* src/eval/code-retrieval/questions.json -- 30 questions across callers /
  callees / definition / references / blast_radius / execution_flow /
  cluster_membership kinds, expected_files captured against current
  gbrain layout
* src/eval/code-retrieval/strategies.ts -- BaselineStrategy (hybridSearch)
  + WithCodeIntelStrategy stub (post-W3 fills in code_blast/code_flow/etc.)
* src/commands/eval-code-retrieval.ts -- gbrain eval code-retrieval CLI
  with --baseline / --with-code-intel / --compare subcommands
* test/code-retrieval-harness.test.ts -- 26 unit tests across metrics,
  loader, gate logic; no engine dependency

PRE-V0.34 BASELINE WORKFLOW:
  gbrain eval code-retrieval --baseline --save /tmp/baseline-1.json
  (run 3x for noise floor)

V0.34 SHIP GATE (after W3 lands):
  gbrain eval code-retrieval --with-code-intel --save /tmp/v034.json
  gbrain eval code-retrieval --compare /tmp/baseline-1.json /tmp/v034.json

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(v0.34 W0a): source-routing leak across query + two-pass

Codex outside-voice review on the v0.34 plan caught two load-bearing
sites where sourceId was advertised but never applied — multi-source
brains silently cross-contaminated structural retrieval:

* operations.ts ~323 — `query` op handler called hybridSearch without
  threading ctx.sourceId. Multi-source agents querying with a
  --source flag got cross-source results.
* two-pass.ts:81 (nearSymbol lookup) and two-pass.ts:131 (unresolved
  edge resolution) — TwoPassOpts.sourceId was declared and threaded
  through hybridSearch's expandAnchors call, but the actual SQL ignored
  it. The walk window crossed source boundaries every time.

Fix:
* `query` op now reads ctx.sourceId AND accepts a new `source_id`
  param (with '__all__' as the explicit force-cross-source escape
  hatch). Per-call param wins over ctx context.
* two-pass.ts both lookups join through pages.source_id when
  opts.sourceId is set; omitted opts.sourceId preserves the legacy
  cross-source contract for callers who want it.

Regression test: test/e2e/source-routing.test.ts seeds two sources
with the same `parseMarkdown` symbol + a cross-source caller edge.
Pins:
  - nearSymbol + sourceId='source-a' returns ONLY source-a chunks
  - nearSymbol + sourceId='source-b' returns ONLY source-b chunks
  - nearSymbol with no sourceId still crosses sources (contract preserved)
  - walk_depth=1 unresolved-edge resolution stays in source-a

PGLite in-memory, no DATABASE_URL needed. The fix proves out under
realistic structural retrieval not just a contrived unit test.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(v0.34 W0b): flip CLI source-scoping default to truly source-scoped

Codex outside-voice review (finding #7) caught that the v0.20.0
docstring claim "by default we only match the caller's source_id"
contradicted the implementation in code-callers.ts:54 + code-callees.ts:43:

  allSources: allSources || !sourceId

The right side made `allSources` TRUE whenever `--source` was omitted,
INVERTING the documented default. Multi-source brains silently cross-
contaminated structural retrieval; `gbrain code-callers parseMarkdown`
on a brain with two repos returned callers from both even though the
docstring promised per-source scoping.

Fix:
* New canonical helper `resolveDefaultSource(engine)` in sources-ops.ts.
  Contract per eng review D7:
    - exactly 1 source registered → return its id (single-source brains,
      the 80% case; --source flag is unnecessary friction there)
    - 2+ sources → throw SourceResolutionError(multiple_sources_ambiguous)
      with the list of valid ids
    - 0 sources → throw SourceResolutionError(no_sources)
* code-callers.ts + code-callees.ts now resolve to the default source
  when both --source AND --all-sources are absent. To get the pre-v0.34
  cross-source behavior, callers must pass --all-sources explicitly.
* Same hint text on both commands. Pinned by test/e2e/cli-source-scoping-pglite.test.ts.

IRON RULE regression R2: docstring promise now holds. Multi-source brain
running `gbrain code-callers <symbol>` without --source gets a clear
error listing valid source ids instead of silent cross-resolution.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(v0.34 W0c): within-file two-pass symbol resolver + edges_backfilled_at watermark

Codex's outside-voice review caught that the v0.20.0 graph stores BARE
callee tokens (`render`, `find`, `execute`) — not qualified names. Pre-v0.34
recursive blast/flow would alias every same-named function across classes.
W0c is the foundation that fixes this: resolve `code_edges_symbol` rows by
matching `to_symbol_qualified` against the SAME-FILE chunks'
`symbol_name_qualified`, then write the outcome to `edge_metadata`.

This commit is the resolver primitive + schema. The cycle-phase wiring
that calls it on every quick-cycle tick lands in the next commit.

Schema (v51 migration `edges_backfilled_at_v0_34`):
* `content_chunks.edges_backfilled_at TIMESTAMPTZ` — resume watermark.
  Chunks where the column is NULL OR older than EDGE_EXTRACTOR_VERSION_TS
  get re-walked next tick. SIGINT/OOM/sleep mid-backfill loses at most
  one batch.
* Indexes per D11 from eng review:
  - `idx_code_edges_symbol_resolver(source_id, to_symbol_qualified)` —
    composite for the resolver's per-source lookup.
  - `idx_content_chunks_symbol_lookup(page_id, symbol_name_qualified)`
    WHERE `symbol_name_qualified IS NOT NULL` — file-batched candidate
    fetch; also reused by W4-5 cluster recompute.
  - `idx_content_chunks_edges_backfill(edges_backfilled_at)` WHERE
    `edges_backfilled_at IS NULL` — fast unresumed-row scan.

Module (`src/core/chunkers/symbol-resolver.ts`):
* `resolveSymbolEdgesIncremental(engine, {sourceId, maxChunks?, onProgress?})`
  walks stale chunks in 200-chunk batches. For each chunk, loads its
  unresolved edges, finds same-page candidates by symbol_name_qualified,
  and writes outcome to `edge_metadata`:
   - exactly 1 candidate → `{resolved_chunk_id: <id>}`
   - 2+ candidates → `{ambiguous: true, candidates: [...]}`
   - 0 candidates → unchanged (cross-file; two-pass.ts handles those)
  Each batch bumps `edges_backfilled_at = NOW()` for the chunks.
* `readEdgeResolution(metadata)` — public helper for downstream code
  (two-pass.ts, code_blast op, eval-capture) to consume the resolver's
  output without parsing JSON directly. Returns a tagged union.
* `EDGE_EXTRACTOR_VERSION_TS` exported constant — bump when extractor
  shape changes and the next cycle re-walks all chunks.

Tests (5 E2E in test/e2e/symbol-resolver-pglite.test.ts, all PGLite,
no DATABASE_URL): unambiguous match, ambiguous multi-match, no match,
watermark advance + idempotency, source isolation (no cross-source
candidate leak).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(v0.34 W0c): wire resolve_symbol_edges as a new cycle phase

W0c's symbol resolver lands as a 12th cycle phase between extract and
patterns. The autopilot's quick-cycle path (60s watchdog interval per
D2 from eng review) now resolves stale chunks incrementally so agents
see resolved edges within ~60s of writes rather than waiting on the
slow full-walk path.

* CyclePhase + ALL_PHASES + NEEDS_LOCK_PHASES extended with
  'resolve_symbol_edges'. Position: between extract (which emits new
  bare-token edges from sync diffs) and patterns (which reads the
  graph). Acquires the cycle lock because it writes edge_metadata.
* CycleReport.totals adds edges_resolved + edges_ambiguous so doctor
  and autopilot summaries surface the numbers.
* runPhaseResolveSymbolEdges walks every registered source via
  listSources() + resolveSymbolEdgesIncremental(). Per-call cap is
  BATCH_SIZE*10 = 2000 chunks so a single watchdog tick stays bounded
  even on a 100K-chunk brain. Subsequent ticks pick up the leftovers
  via the edges_backfilled_at watermark.
* Test count bumped from 11 → 12 phases in cycle.serial.test.ts and
  cycle.test.ts (both pinned by the regression guards). Existing 28
  cycle tests pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(v0.34 W3): MCP-expose code_callers / code_callees / code_def / code_refs

Pre-v0.34 these four code-intelligence commands lived in CLI_ONLY at
cli.ts:30 — agents calling gbrain via MCP couldn't reach them and fell
through to text search. This commit ships the agent-facing MCP surface
for v0.34 against the existing v0.20+ tree-sitter call graph; recursive
blast/flow and clusters land in subsequent commits.

* `code_callers(symbol, [limit, source_id, all_sources])` — wraps
  engine.getCallersOf. Reverse view of the A1 call graph.
* `code_callees(symbol, [limit, source_id, all_sources])` — wraps
  engine.getCalleesOf. Forward view.
* `code_def(symbol, [limit, lang])` — wraps findCodeDef. Returns
  definition sites with file/line/snippet.
* `code_refs(symbol, [limit, lang])` — wraps findCodeRefs. Returns
  every reference (comments, strings, imports, call sites).

All four are scope:'read', source-scoped by default via ctx.sourceId
(W0a contract). Per-call source_id param wins over ctx; pass '__all__'
or all_sources=true to force cross-source.

* operations-descriptions.ts: 4 new constants per the eng review D10
  finding — every description carries an inline example response so
  agents don't burn first-call context discovering shape. Resolver-grade
  wording ("BEFORE editing any function, run code_callers...") routes
  plan-mode questions straight to the right op.
* SEARCH_DESCRIPTION gains a cross-link clause pointing at the four new
  ops so agents stop falling through to text search for code-symbol
  questions.

Tests (11 E2E in test/e2e/code-intel-mcp-ops-pglite.test.ts):
  - All four ops registered + scope:read + description pinned by constant
  - All four ops have required symbol param
  - code_callers / code_callees return the documented envelope shape
  - Source scoping honors ctx.sourceId
  - all_sources=true / source_id='__all__' force cross-source
  - code_def returns the def-site snippet

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs(v0.33.0): agent-readable migration doc for the code-intel foundation

skills/migrations/v0.33.0.md gives existing-user upgrade guidance for the
v0.33.0 foundation pre-release (this branch's accumulated work toward
v0.34 Cathedral III):

* Source-routing fix (Codex #2) — query / two-pass now honor sourceId
* CLI source-scoping default flipped (Codex #7) — gbrain code-callers
  defaults to source-scoped, --all-sources is the explicit opt-out
* MCP exposure of code-callers / code-callees / code-def / code-refs
  with resolver-grade descriptions agents auto-route to
* Within-file symbol resolver runs as a new `resolve_symbol_edges`
  cycle phase between extract and patterns
* Schema migration v51: edges_backfilled_at watermark + 3 composite/
  partial indexes for the resolver hot path
* Verification commands the agent runs after `gbrain upgrade`

Bumps the existing-user migration ladder so the auto-update agent
(SKILLPACK Section 17) discovers + runs the v0.33.0 migration steps.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(v0.33.0): bump VERSION + package.json + CHANGELOG

v0.33.0 ships the v0.34 Cathedral III foundation: MCP exposure of
code_callers / code_callees / code_def / code_refs with resolver-grade
tool descriptions, plus the source-routing fix + within-file symbol
resolver + cycle-phase wiring that v0.34's recursive blast/flow and
Leiden clusters will build on.

Full release notes in CHANGELOG.md. Trio in lockstep:
  VERSION:      0.33.0
  package.json: 0.33.0
  CHANGELOG.md: ## [0.33.0] - 2026-05-11

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test(v0.33.0): update dream-cycle phase-order assertions for resolve_symbol_edges

E2E test pinned the canonical phase sequence as a regression guard. The
v0.33.0 resolve_symbol_edges phase (added between extract and patterns)
correctly bumps the count to 12 — caught by the canonical-order test on
fresh-Postgres run, fixed by adding the new phase to EXPECTED_PHASES
and bumping the version history comment.

Both cycle.serial.test.ts and cycle.test.ts were already updated in the
W0c cycle-phase commit (6f7dbe1d); this third pin lives in
test/e2e/dream-cycle-phase-order-pglite.test.ts and was missed.

Full E2E suite now: 550 passed / 0 failed / 81 files (real Postgres on
port 5435 via Docker pgvector/pgvector:pg16).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(v0.33.3.0): rebump from v0.33.2.0 → v0.33.3.0

User asked to ship as v0.33.3.0 instead of v0.33.2.0. Single sweep:

* VERSION + package.json bumped to 0.33.3.0
* CHANGELOG header + body rewritten to v0.33.3
* skills/migrations/v0.33.0.md → skills/migrations/v0.33.3.0.md
  (migration files use the version they ship FROM; renaming aligns with
  the v0.21.0.md / v0.31.0.md convention in CLAUDE.md)
* Schema migration name edges_backfilled_at_v0_33_2 →
  edges_backfilled_at_v0_33_3 in src/core/migrate.ts (also bumps the
  in-code identifier so the registry name matches the version)
* All v0.33.2 comment references swept to v0.33.3 in cycle.ts,
  operations.ts, operations-descriptions.ts, eval.ts, symbol-resolver.ts
  + cycle test phase-history comments
* llms.txt + llms-full.txt regenerated

Trio verified:
  VERSION:      0.33.3.0
  package.json: 0.33.3.0
  CHANGELOG.md: ## [0.33.3.0] - 2026-05-12

bun run verify clean; 90 v0.33.3-touched tests pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 19:50:50 -04:00
bca993e09f v0.28.12 feat: LongMemEval benchmark harness (#606)
* v0.28 schema: takes + synthesis_evidence (v31) + access_tokens.permissions (v32)

Migration v31 adds the takes table (typed/weighted/attributed claims) and
synthesis_evidence (provenance for `gbrain think` outputs). Page-scoped via
page_id FK (slug isn't unique alone in v0.18+ multi-source). HNSW partial
index on embedding for active rows. ON DELETE CASCADE on synthesis_evidence
so deleting a source take cascades the provenance row.

Migration v32 adds access_tokens.permissions JSONB with safe-default
backfill (`{"takes_holders":["world"]}`). Default keeps non-world holders
hidden from MCP-bound tokens until the operator explicitly grants access
via the v0.28 auth permissions CLI.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 engine: addTakesBatch, listTakes, searchTakes/Vector, supersede, resolve, synthesis_evidence

Extends BrainEngine with the takes domain object. Both engines implement the
same surface; PGLite uses manual `$N` placeholders, Postgres uses postgres-js
unnest() — same shape as addLinksBatch and addTimelineEntriesBatch.

Methods:
- addTakesBatch (upsert via ON CONFLICT (page_id, row_num) DO UPDATE)
- listTakes (filter by holder/kind/active/resolved, takesHoldersAllowList
  for MCP-bound calls, sortBy weight/since_date/created_at)
- searchTakes / searchTakesVector (pg_trgm + cosine; honor allow-list)
- countStaleTakes / listStaleTakes (mirror countStaleChunks pattern;
  embedding column intentionally omitted from listStale payload)
- updateTake (mutable fields only; throws TAKE_ROW_NOT_FOUND)
- supersedeTake (transactional: insert new at next row_num, mark old
  active=false, set superseded_by; throws TAKE_RESOLVED_IMMUTABLE on
  resolved bets)
- resolveTake (sets resolved_*; throws TAKE_ALREADY_RESOLVED on re-resolve;
  resolution is immutable per Codex P1 #13 fold)
- addSynthesisEvidence (provenance persist; ON CONFLICT DO NOTHING)
- getTakeEmbeddings (parallel to getEmbeddingsByChunkIds)

Types live in src/core/engine.ts adjacent to LinkBatchInput. Page-scoped
via page_id (slug not unique in v0.18+ multi-source). PageType gains
'synthesis'. takeRowToTake mapper in utils.ts handles Date → ISO string
normalization.

Tests: test/takes-engine.test.ts — 16 cases against PGLite covering
upsert/list/filter/search happy paths, takesHoldersAllowList isolation,
the four invariant errors (TAKE_ROW_NOT_FOUND, TAKES_WEIGHT_CLAMPED,
TAKE_RESOLVED_IMMUTABLE, TAKE_ALREADY_RESOLVED), supersede flow, resolve
metadata round-trip, FK CASCADE on synthesis_evidence when source take
deletes. All pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 model-config: unified resolveModel with 6-tier precedence + alias resolution

Replaces every hardcoded `claude-*-X` and per-phase `dream.<phase>.model`
config key with a single resolver. Hierarchy:

  1. CLI flag (--model)
  2. New-key config (e.g. models.dream.synthesize)
  3. Old-key config (deprecated dream.synthesize.model, dream.patterns.model)
     — read with stderr deprecation warning, one-per-process
  4. Global default (models.default)
  5. Env var (GBRAIN_MODEL or caller-supplied)
  6. Hardcoded fallback

Aliases (`opus`, `sonnet`, `haiku`, `gemini`, `gpt`) resolve at the end so
any tier can use a short name. User-defined `models.aliases.<name>` config
overrides built-ins. Cycle-safe (depth 2 break). Unknown alias passes
through unchanged so users can pass full provider IDs without registering.

When new-key + old-key are BOTH set (Codex P1 #11 fix), new-key wins and
stderr warns "deprecated config X ignored; Y is set and wins". When only
old-key is set, it's honored with a softer "rename to Y before v0.30"
warning. Both warnings emit once per (key, process) — a Set memo prevents
log spam in long-running daemons.

Migrated call sites: synthesize.ts (model + verdictModel), patterns.ts
(model). subagent.ts and search/expansion.ts to be migrated later in v0.28
(staying compatible until then).

Tests: test/model-config.test.ts — 11 cases pinning the 6-tier ordering,
alias resolution + cycle break, deprecated-key warning emit-once, and
unknown-alias pass-through. All pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 takes-fence: parser/renderer/upserter + chunker strip (privacy P0 fix)

src/core/takes-fence.ts — pure functions for the fenced markdown surface:
- parseTakesFence(body) — extracts ParsedTake[] from `<!--- gbrain:takes:begin/end -->`
  blocks. Strict on canonical form, lenient on hand-edits with warnings
  (TAKES_FENCE_UNBALANCED, TAKES_TABLE_MALFORMED, TAKES_ROW_NUM_COLLISION).
  Strikethrough `~~claim~~` → active=false; date ranges `since → until`
  split into sinceDate/untilDate.
- renderTakesFence(takes) — round-trip safe with parseTakesFence.
- upsertTakeRow(body, row) — append-only per CEO-D6 + eng-D9. Creates a
  fresh `## Takes` section if no fence present. row_num is monotonic
  (max + 1, never gap-filled — keeps cross-page refs and synthesis_evidence
  stable forever).
- supersedeRow(body, oldRow, replacement) — strikes through old row's claim
  AND appends the new row at end. Both rows preserved in markdown for
  git-blame archaeology.
- stripTakesFence(body) — removes the fenced block entirely. Used by the
  chunker so takes content lives ONLY in the takes table.

Codex P0 #3 fix: src/core/chunkers/recursive.ts now calls stripTakesFence()
before computing chunk boundaries. Without this, page chunks would contain
the rendered takes table and the per-token MCP allow-list would be
bypassed at the index layer (token bound to takes_holders=['world'] would
see garry's hunches via page hits). Doctor's takes_fence_chunk_leak check
(plan-side) asserts no chunk contains the begin marker.

Tests: 15 cases covering canonical parse, strikethrough, date range, fence
unbalanced detection, malformed-row skip + warning, row_num collision
detection, round-trip render, append-only upsert into existing fence,
fresh-section creation, monotonic row_num under hand-edit gaps, supersede
flow, stripTakesFence verifying takes content removed AND surrounding
prose preserved. Existing chunker tests still pass (15 + 15 = 30).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 page-lock: PID-liveness file lock for atomic markdown read-modify-write

src/core/page-lock.ts — per-page file lock at
~/.gbrain/page-locks/<sha256-of-slug>.lock so two concurrent `gbrain takes
add` calls or `takes seed --refresh` from autopilot can't race on the
same `<slug>.md` read-modify-write. Eng-review fold: reuses the v0.17
cycle.lock pattern (mtime + PID liveness) but per-slug.

Differences from cycle.ts's lock:
- SHA-256 of slug for safe filenames (slashes, unicode, etc.)
- Same-pid + fresh mtime = LIVE (cycle.ts assumes one lock per process and
  reclaims same-pid; page-lock allows concurrent locks for DIFFERENT slugs
  in one process). mtime expiry still rescues post-crash leftovers.
- 5-min TTL (vs cycle's 30 min — page edits are short)
- `withPageLock(slug, fn)` convenience wrapper with default 30s timeout

API:
- acquirePageLock(slug, opts) → handle | null (poll-with-timeout)
- handle.refresh() / handle.release() (idempotent — only releases if pid matches)
- withPageLock(slug, fn, opts) — acquire + run + release-in-finally

Tests: 10 cases — fresh acquire, live holder returns null, stale-mtime
reclaim, dead-PID reclaim, refresh updates timestamp, foreign-pid release
is no-op, withPageLock callback runs and releases on success/failure,
timeout-throws when held, SHA-256 filename safety for slashes/unicode.
All pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 extract-takes: dual-path phase (fs|db) + since/until_date as TEXT

src/core/cycle/extract-takes.ts — new phase that materializes the takes
table from fenced markdown blocks. Two paths mirror src/commands/extract.ts:

- extractTakesFromFs: walk *.md under repoPath, parse fences, batch upsert
- extractTakesFromDb: iterate engine.getAllSlugs(), parse each page's
  compiled_truth+timeline, batch upsert (mutation-immune snapshot iteration)

Single dispatcher extractTakes(opts) routes by source. Honors:
- slugs filter for incremental re-extract (pipes from sync→extract)
- dryRun: count would-be upserts, write nothing
- rebuild: DELETE FROM takes WHERE page_id = $1 before re-insert (clean
  slate when markdown is canonical and DB has drifted)

Schema fix: since_date/until_date were DATE in the original v31 migration.
Spec uses partial dates ('2017-01', '2026-04-29 → 2026-06') that Postgres
DATE rejects. Changed to TEXT in both the Postgres and PGLite blocks so
parser-rendered ranges round-trip cleanly. Loses the ability to do
date-range arithmetic in SQL, but date math on opinion timelines is
out of scope for v0.28 anyway. utils.ts dateOrNull now annotated as
v0.28 TEXT-aware.

Migration v31 has not been deployed yet (this branch is the v0.28 release
candidate), so the type swap is free. No data migration needed.

Tests: test/extract-takes.test.ts — 5 cases against PGLite covering full
walk + fence-skip on no-fence pages, takes-table populated post-extract,
incremental slugs filter, dry-run no-write, rebuild=true clears + re-inserts
ad-hoc rows. test/takes-engine.test.ts (16), test/takes-fence.test.ts (15)
all still pass — 36/36 takes tests green.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 takes CLI: list, search, add, update, supersede, resolve

src/commands/takes.ts — surfaces the engine methods + takes-fence library
through a single `gbrain takes <subcommand>` entrypoint:

  takes <slug>                          list with filters + sort
  takes search "<query>"                pg_trgm keyword search across all takes
  takes add <slug> --claim ... ...      append (markdown + DB, atomic via lock)
  takes update <slug> --row N ...       mutable-fields update (markdown + DB)
  takes supersede <slug> --row N ...    strikethrough old + append new
  takes resolve <slug> --row N --outcome  record bet resolution (immutable)

Markdown is canonical. Every mutate command:
  1. acquires the per-page file lock (withPageLock)
  2. re-reads the .md file
  3. applies the edit via takes-fence (upsertTakeRow / supersedeRow)
  4. writes the .md file back
  5. mirrors to the DB via the engine method
  6. releases the lock (auto via finally)

Resolve currently writes only to DB — surfacing resolved_* in the markdown
table is deferred to v0.29 (the takes-fence renderer's column set is
fixed at # | claim | kind | who | weight | since | source per spec).

Wired into src/cli.ts dispatch + CLI_ONLY allowlist. Help text follows the
project convention (orphans/embed/extract pattern). --dir flag overrides
sync.repo_path config when working outside the configured brain.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 MCP + auth: takes_list / takes_search / think ops + per-token allow-list

OperationContext gains takesHoldersAllowList — server-side filter for
takes.holder field threaded from access_tokens.permissions through dispatch
into the engine SQL. Closes Codex P0 #3 at the dispatch layer (chunker
strip already closed the page-content side in the previous commit).

src/core/operations.ts — three new ops:
- takes_list: lists takes with holder/kind/active/resolved filters; honors
  ctx.takesHoldersAllowList for MCP-bound calls
- takes_search: pg_trgm keyword search; honors allow-list
- think: op surface registered (returns not_implemented envelope until
  Lane D's pipeline lands). Remote callers cannot save/take per Codex P1 #7.

src/mcp/dispatch.ts — DispatchOpts.takesHoldersAllowList threads into
buildOperationContext.

src/mcp/http-transport.ts — validateToken now reads
access_tokens.permissions.takes_holders, defaults to ['world'] when the
column is absent or malformed (default-deny on private hunches).
auth.takesHoldersAllowList passed to dispatchToolCall.

src/mcp/server.ts (stdio) — defaults to takesHoldersAllowList: ['world']
since stdio has no per-token auth. Operators wanting full visibility use
`gbrain call <op>` directly (sets remote=false).

src/commands/auth.ts — `gbrain auth create <name> --takes-holders w,g,b`
flag persists the per-token list; new `auth permissions <name>
set-takes-holders <list>` updates an existing token.

Tests: test/takes-mcp-allowlist.test.ts — 8 cases against PGLite proving
the threading: local-CLI sees all holders, ['world'] returns only public,
['world','garry'] returns 2/3, no-overlap returns empty (no fallback),
search honors allow-list, remote save/take on think rejected with
not_implemented envelope.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28.0: ship-prep — VERSION, CHANGELOG, migration orchestrator, skill

Closes the v0.28 ship-prep cycle. Bumps VERSION + package.json + bun.lock
to 0.28.0. v0_28_0 migration orchestrator runs three idempotent phases on
upgrade:

- Schema verify: asserts schema_version >= 32 (migrations v31 + v32 already
  applied by the schema runner during gbrain upgrade); fails clean if not.
- Backfill takes: inline runs `extractTakes(engine, { source: 'db' })` so
  any pre-existing fenced takes tables in markdown populate the takes
  index. Idempotent; ON CONFLICT DO UPDATE keeps the table in sync.
- Re-chunk TODO: queues a pending-host-work entry asking the host agent
  to re-import pages with takes content so the v0.28 chunker-strip rule
  (Codex P0 #3 fix) applies retroactively. Pages imported under v0.28+
  already have takes content stripped from chunks at index time; this
  TODO catches up legacy pages.

skills/migrations/v0.28.0.md — agent-readable upgrade guide. Walks
through doctor verification, deprecated-key migration, MCP token
visibility configuration, and a "try the takes layer" smoke test.

CHANGELOG.md — v0.28.0 release-summary in the GStack voice (no AI
vocabulary, no em dashes, real numbers from git diff stat) + the
mandatory "To take advantage of v0.28.0" block + itemized changes by
subsystem (schema, engine, markdown surface, model config, MCP+auth,
CLI, tests, accepted risks).

Final test sweep: 65/65 v0.28 tests pass across 6 files. typecheck clean.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 think pipeline: gather → sanitize → synthesize → cite-render → CLI

src/core/think/sanitize.ts — prompt-injection defense for take claims:
14 jailbreak patterns (ignore-prior, role-jailbreak, close-take tag,
DAN, system-prompt overrides, eval-shell hooks) plus structural framing
(takes wrapped in <take id="..."> tags the model is told to treat as
DATA). Length-cap at 500 chars. Renders evidence blocks for the prompt.

src/core/think/prompt.ts — system prompt + structured-output schema.
Hard rules: cite every claim, mark hunches/low-weight explicitly,
surface conflicts (never silently pick), surface gaps. JSON schema
with answer + citations[] + gaps[]. Prompt adapts to anchor / time
window / save flag.

src/core/think/cite-render.ts — structured citations + regex fallback
(Codex P1 #4 fold). normalizeStructuredCitations validates the model's
structured output; parseInlineCitations is the body-scan fallback when
the model omits the structured field. resolveCitations dispatches and
records CITATIONS_REGEX_FALLBACK warning when used.

src/core/think/gather.ts — 4-stream parallel retrieval:
  1. hybridSearch (pages, existing primitive)
  2. searchTakes (keyword, pg_trgm)
  3. searchTakesVector (vector, when embedQuestion fn supplied)
  4. traversePaths (graph, when --anchor set)
RRF fusion (k=60). Each stream wrapped in try/catch — partial gather
beats no synthesis. Honors takesHoldersAllowList for MCP-bound calls.

src/core/think/index.ts — runThink orchestrator + persistSynthesis:
INTENT (regex classify) → GATHER → render evidence blocks → resolveModel
('models.think' → 'models.default' → GBRAIN_MODEL → opus) → LLM call
(injectable client) → JSON parse with code-fence + fallback strip →
resolveCitations → ThinkResult. persistSynthesis writes a synthesis
page + synthesis_evidence rows (page_id resolved per slug; page-level
citations skip evidence). Degrades gracefully without ANTHROPIC_API_KEY.
Round-loop scaffolding in place (rounds=1 only path exercised in v0.28).

src/commands/think.ts — `gbrain think "<question>"` CLI. Flag parsing
strips --anchor, --rounds, --save, --take, --model, --since, --until,
--json. Local CLI = remote=false, so save/take honored. Human-readable
output by default; --json for agent consumption.

operations.ts — `think` op now calls runThink (was a not_implemented
stub). Remote callers can't save/take per Codex P1 #7. Returns full
ThinkResult plus saved_slug + evidence_inserted.

cli.ts — wired into dispatch + CLI_ONLY allowlist.

Tests: test/think-pipeline.test.ts — 18 cases against PGLite covering
sanitize patterns, structural rendering, citation parsing (structured +
regex fallback + dedup + invalid-slug rejection), gather streams +
allow-list filter, full pipeline with stub client, malformed-LLM
fallback path, no-API-key graceful degradation, persistSynthesis writes
page + evidence rows. All pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 dream phases: auto-think + drift + budget meter (Codex P1 #10 fold)

src/core/anthropic-pricing.ts — USD/1M-tokens map for Claude 4.7 family
plus older aliases. estimateMaxCostUsd returns null on unpriced models so
the meter caller can warn-once and bypass the gate.

src/core/cycle/budget-meter.ts — cumulative cost ledger. Each submit
estimates max-cost from (model + estimatedInputTokens + maxOutputTokens),
accumulates per-cycle, refuses next submit when projected > cap. Codex
P1 #10 fold: non-Anthropic models (gemini, gpt) bypass with one stderr
warn per process and `unpriced=true` on the result. Budget=0 disables
the gate. Audit trail at ~/.gbrain/audit/dream-budget-YYYY-Www.jsonl.

src/core/cycle/auto-think.ts — auto_think dream phase. Reads
dream.auto_think.{enabled,questions,max_per_cycle,budget,cooldown_days,
auto_commit}. Iterates configured questions through runThink with the
BudgetMeter pre-checking each submit. Cooldown timestamp written ONLY on
success (matches v0.23 synthesize pattern — retries after partial
failures pick back up). When auto_commit=true, persists synthesis pages
via persistSynthesis. Default-disabled.

src/core/cycle/drift.ts — drift dream phase scaffold. Reads
dream.drift.{enabled,lookback_days,budget,auto_update}. Surfaces takes
in the soft band (weight 0.3-0.85, unresolved) that have recent timeline
evidence on the same page. v0.28 ships the orchestration; the LLM judge
that proposes weight adjustments lands in v0.29. modelId + meter wired
now so the ledger captures gate state for callers that opt in.

Tests:
- test/budget-meter.test.ts (7 cases) — pricing-map coverage, allow path,
  cumulative-deny, budget=0 disabled, unpriced bypass+warn-once, ledger
  captures all events, ISO-week filename branch.
- test/auto-think-phase.test.ts (9 cases) — auto_think enable/skip,
  questions empty, success → cooldown ts written, cooldown blocks rerun,
  budget exhausted → partial. drift not_enabled, soft-band candidate
  detection, complete + dry-run paths.

All pass. Typecheck clean.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 e2e Postgres: takes engine + extract + MCP allow-list (12 cases)

test/e2e/takes-postgres.test.ts — full v0.28 takes pipeline against real
Postgres (gated on DATABASE_URL). 12 cases:
- addTakesBatch upsert via unnest() bind path (Postgres-specific)
- listTakes filters: holder, kind, sort=weight, takesHoldersAllowList
- searchTakes pg_trgm + allow-list filter
- supersedeTake transactional path (BEGIN/COMMIT semantics)
- resolveTake immutability — second resolve throws TAKE_ALREADY_RESOLVED
- synthesis_evidence FK CASCADE on take delete
- countStaleTakes + listStaleTakes filter active+null
- extractTakesFromDb populates takes from fenced markdown
- MCP dispatch with takesHoldersAllowList=['world'] returns only world
- MCP dispatch local-CLI path returns all holders
- MCP dispatch takes_search honors allow-list
- think op forces remote_persisted_blocked even for save+take

postgres-engine.ts: addTakesBatch boolean[] serialization fix.
postgres-js auto-detects element type from JS arrays; for booleans it
mis-detects as scalar. Cast through text[] (`'true' | 'false'`) then
SQL-cast to boolean[] — same pattern other batch methods rely on for
type-stable bind shapes.

test/e2e/helpers.ts: setupDB now (a) tolerates non-existent tables in
TRUNCATE (for fresh DBs where v31 hasn't yet created takes/synthesis_evidence)
and (b) calls engine.initSchema() to actually run migrations.

test/takes-mcp-allowlist.test.ts: updated 2 think-op cases to match
Lane D's landed pipeline. They previously asserted not_implemented
envelopes; now they assert remote_persisted_blocked + NO_ANTHROPIC_API_KEY
graceful-degrade behavior.

Run: DATABASE_URL=postgres://localhost:5435/gbrain_test bun test test/e2e/takes-postgres.test.ts
Result: 12/12 pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 dream phases: local DreamPhaseResult type (avoid premature CyclePhase enum extension)

cycle.ts's PhaseResult is shaped {phase, status, summary, details} with a
narrow PhaseStatus enum ('ok'|'warn'|'fail'|'skipped') and CyclePhase enum
that doesn't yet include 'auto_think'/'drift'. The phases ship standalone
in v0.28 (cycle.ts dispatcher integration is v0.28.x); using PhaseResult
forced premature enum extension.

Introduces DreamPhaseResult exported from auto-think.ts:
  { name: 'auto_think'|'drift'; status: 'complete'|'partial'|'failed'|'skipped';
    detail: string; totals?: Record<string,number>; duration_ms: number }

drift.ts re-exports the same type. When v0.28.x wires the dispatcher, the
adapter at the call site can map DreamPhaseResult → PhaseResult cleanly.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 e2e: access_tokens.permissions JSONB end-to-end (5 cases)

test/e2e/auth-permissions.test.ts — closes the v0.28 token-allow-list
verification loop against real Postgres. Exercises:

- Migration v32 default backfill: new tokens created without a permissions
  column get {takes_holders: ["world"]} via the schema DEFAULT clause.
- Explicit ["world","garry"] → dispatch.takes_list filters to those
  holders only; brain hunches stay hidden from this token.
- ["world"] default-deny token → takes_search hits filtered to public claims.
- {} permissions row (operator tampered) gracefully defaults to ["world"]
  via the HTTP transport's validateToken parsing.
- revoked_at IS NOT NULL → token excluded from active token query.

Avoids the postgres-js JSONB double-encode trap (CLAUDE.md memory): pass
the object directly to executeRaw, no JSON.stringify, no ::jsonb cast.

All 5 pass against pgvector/pgvector:pg16 on port 5435. Combined v0.28
test sweep: 116/116 across 11 files.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28 e2e: chunker takes-strip integration test (Codex P0 #3 verification)

test/e2e/chunker-takes-strip.test.ts — verifies the chunker actually
strips fenced takes content end-to-end through the import pipeline.
This is the Codex P0 #3 fix's verification path: takes content lives
ONLY in the takes table for retrieval, never duplicated in
content_chunks where the per-token MCP allow-list cannot reach.

5 cases:
- chunkText (unit) output never contains TAKES_FENCE_BEGIN/END markers
- chunkText output never contains fenced claim text
- chunkText output retains non-fence prose (no over-stripping)
- importFromContent end-to-end: imported page has chunks but none
  contain fenced content
- takes_fence_chunk_leak doctor invariant: zero rows globally where
  chunk_text matches `<!--- gbrain:takes:%`

Final v0.28 test sweep:
  121 pass, 0 fail, 336 expect() calls, 12 files
  Coverage: schema migrations, engine methods (PGLite + Postgres),
  takes-fence parser, page-lock, extract phase, takes CLI engine
  surface, model config 6-tier resolver, MCP+auth allow-list,
  think pipeline (gather + sanitize + cite-render + synthesize),
  auto-think + drift + budget meter, JSONB end-to-end, chunker
  strip integration. ~95% of v0.28 surface area covered.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix CI: apply-migrations skippedFuture arrays + http-transport SQL mock

Two CI failures from PR #563:

test/apply-migrations.test.ts (2 fails) — `buildPlan` tests assert exact
skippedFuture arrays at fixed installed-version stamps. Adding v0.28.0 to
the migration registry means it shows up in skippedFuture when the test
runs at installed=0.11.1 / installed=0.12.0. Append '0.28.0' to both
hardcoded arrays.

test/http-transport.test.ts (8 fails) — the FakeEngine mock string-prefix
matches `SELECT id, name FROM access_tokens` to return a row. v0.28's
validateToken now selects `SELECT id, name, permissions FROM access_tokens`
to read the per-token takes_holders allow-list. Mock returned [] on the
new query → validateToken treated every token as invalid → 401.

Fix: mock now matches both query shapes. validTokens row gets a default
`{takes_holders: ['world']}` permission injected when caller didn't
supply one (mirrors the migration v33 column DEFAULT). Updated
FakeEngineConfig type to allow tests to pass explicit permissions.

Verification:
  bun test test/apply-migrations.test.ts → 18/18 pass
  bun test test/http-transport.test.ts   → 24/24 pass
  bun run typecheck                       → clean

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix CI: add scope annotations to v0.28 ops (takes_list/takes_search/think)

test/oauth.test.ts enforces an invariant from master's v0.26 OAuth landing:
every Operation must have `scope: 'read' | 'write' | 'admin'`, and any op
flagged `mutating: true` must be 'write' or 'admin'. My v0.28 ops were added
before master shipped v0.26 + the new invariant; the merge surfaced the gap.

Annotations:
- takes_list   → read
- takes_search → read
- think        → write (mutating: true; --save persists synthesis page)

Verification:
  bun test test/oauth.test.ts → 42/42 pass
  bun run typecheck            → clean

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(v0.28.1): export INJECTION_PATTERNS for shared sanitization

The same pattern set protects takes from prompt-injection (think/sanitize.ts)
and now retrieved chat content in the LongMemEval harness. One source of
truth for both surfaces; adding a new pattern in this file automatically
covers benchmarks too.

Existing consumers (sanitizeTakeForPrompt, renderTakesBlock) keep working
unchanged. Verified via test/think-pipeline.test.ts (18 pass, 0 fail).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(v0.28.1): longmemeval harness — reset-in-place over in-memory PGLite

One in-memory PGLiteEngine per benchmark run; TRUNCATE between questions
with runtime-enumerated tables via pg_tables so future schema migrations
don't silently leak across questions. Infrastructure tables (sources,
config, gbrain_cycle_locks, subagent_rate_leases) preserved across resets
so initSchema-seeded rows like sources.'default' survive (FK target for
pages.source_id).

Files:
- src/eval/longmemeval/harness.ts: createBenchmarkBrain + resetTables +
  withBenchmarkBrain. ~50 lines, no class wrapper.
- src/eval/longmemeval/adapter.ts: pure haystackToPages() converter.
  Slug prefix `chat/` (verified non-matching against DEFAULT_SOURCE_BOOSTS).
- src/eval/longmemeval/sanitize.ts: re-uses INJECTION_PATTERNS from
  think/sanitize.ts; wraps each session in <chat_session id date> tags;
  4000-char cap.
- test/longmemeval-sanitize.test.ts: 12 cases pinning the F8 contract.

Hermetic: no DATABASE_URL, no API keys.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(v0.28.1): gbrain eval longmemeval CLI command

Run the LongMemEval public benchmark against gbrain's hybrid retrieval.
Dataset is a positional path (download from xiaowu0162/longmemeval on HF).
Per-question loop wraps everything in try/catch; one bad question doesn't
kill the run, error JSONL line emitted instead.

Wiring:
- src/cli.ts: pre-dispatch bypass for `eval longmemeval` so the user's
  ~/.gbrain brain is never opened. Hermeticity gate verified: --help works
  on machines with no gbrain config.
- src/commands/eval-longmemeval.ts: arg parsing, JSONL emit (LF + UTF-8
  pinned), hybridSearch with optional expandQuery from search/expansion.ts,
  resolveModel from model-config.ts (6-tier chain), ThinkLLMClient injection
  seam from think/index.ts, structural <chat_session> framing.
- test/eval-longmemeval.test.ts: 12 cases covering harness lifecycle,
  reset clears all tables, schema-migration robustness, p50/p99 speed gate
  (warm reset+import+search target <500ms), adapter shape, source-boost
  regression guard, end-to-end with stubbed LLM, JSONL format guard,
  per-question failure handling.
- test/fixtures/longmemeval-mini.jsonl: 5 hand-authored questions with
  keyword-friendly overlap so --keyword-only works in CI.

Speed: warm reset+import 5 pages+search p50=25.9ms p99=30.3ms locally.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(v0.28.1): bump VERSION + CHANGELOG

VERSION + package.json synchronized at 0.28.1. CHANGELOG entry uses the
release-summary voice + "To take advantage of v0.28.1" block per CLAUDE.md.

Sequential release on garrytan/v0.28-release; lands after v0.28.0.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: surface v0.28.1 LongMemEval CLI across project docs

- README.md: add EVAL section to Commands reference (eval --qrels, export,
  prune, replay, longmemeval); add v0.28.1 announce paragraph next to the
  v0.25.0 BrainBench-Real intro.
- CLAUDE.md: add Key files entry for src/eval/longmemeval/ +
  src/commands/eval-longmemeval.ts; add "Key commands added in v0.28.1"
  subsection (mirrors the v0.26.5 / v0.25.0 pattern); inventory
  test/eval-longmemeval.test.ts + test/longmemeval-sanitize.test.ts under
  the unit-test list.
- docs/eval-bench.md: cross-link from the "What it actually does" section
  to LongMemEval as the third evaluation axis (public benchmark,
  ground-truth labels, full QA pipeline); append "Public benchmarks:
  LongMemEval (v0.28.1)" section with architecture, flags table, and
  perf numbers.
- CONTRIBUTING.md: append a paragraph after the eval-replay block pointing
  contributors at gbrain eval longmemeval for public-benchmark coverage.
- AGENTS.md: extend the existing eval-retrieval bullet with a one-line
  mention of gbrain eval longmemeval.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* v0.28.2 feat: remote-source MCP + scope hierarchy + whoami (#690)

* refactor(core): extract SSRF helpers from integrations.ts to core/url-safety.ts

src/core/git-remote.ts (next commit) needs isInternalUrl etc. but importing
from src/commands/ would invert the layering boundary (no existing
src/core/ file imports from src/commands/). Extract the SSRF helpers
(parseOctet, hostnameToOctets, isPrivateIpv4, isInternalUrl) into a new
src/core/url-safety.ts and have integrations.ts re-export for backward
compat. test/integrations.test.ts continues to pass without changes (110
existing tests, 214 expects).

Why this matters for v0.28: the upcoming sources --url feature reuses
this SSRF gate for git-clone URL validation. Codex review caught that
re-rolling weaker URL classification would regress on the IPv6/v4-mapped/
metadata/CGNAT bypass forms that integrations.ts already handles.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(core): add git-remote module — SSRF-defensive clone/pull + state probe

New src/core/git-remote.ts (~210 lines) for v0.28's remote-source feature:

- GIT_SSRF_FLAGS exported const: -c http.followRedirects=false,
  -c protocol.file.allow=never, -c protocol.ext.allow=never,
  --no-recurse-submodules. Single source of truth shared by cloneRepo
  and pullRepo so a future flag added to one path lands on both.
  Closes the SSRF surfaces codex flagged: DNS rebinding via redirects,
  .gitmodules as a second-fetch surface, file:// scheme in remotes.

- parseRemoteUrl: https-only, rejects embedded credentials and path
  traversal, delegates internal-target classification to isInternalUrl
  from url-safety.ts (covers RFC1918, link-local, loopback, IPv6, CGNAT
  100.64/10, metadata hostnames, hex/octal/single-int bypass forms).
  GBRAIN_ALLOW_PRIVATE_REMOTES=1 escape hatch with stderr warning is
  needed for self-hosted git over Tailscale (CGNAT trips the gate).

- cloneRepo: --depth=1 default (full clone via depth: 0); refuses
  non-empty destDirs; spawns git via execFileSync (no shell injection)
  with GIT_TERMINAL_PROMPT=0 + askpass=/bin/false to prevent credential
  prompts. timeoutMs default 600s.

- pullRepo: -C path + GIT_SSRF_FLAGS + pull --ff-only, same env confine.

- validateRepoState: 6-state decision tree (missing | not-a-dir |
  no-git | corrupted | url-drift | healthy). Used by performSync's
  re-clone branch to recover from rmd clone dirs and refuse syncs on
  url-drift or corruption.

test/git-remote.test.ts (304 lines, 32 tests): GIT_SSRF_FLAGS exact
shape, all parseRemoteUrl rejection cases including dedicated CGNAT
100.64/10 with/without GBRAIN_ALLOW_PRIVATE_REMOTES (codex T3 case),
fake-git harness for argv assertions on cloneRepo/pullRepo, all 6
validateRepoState branches.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(core): add scope hierarchy + ALLOWED_SCOPES allowlist

New src/core/scope.ts (~120 lines) for v0.28's scoped MCP feature.

Hierarchy:
  - admin implies all (escape hatch)
  - write implies read
  - sources_admin and users_admin are siblings (different axes —
    sources-mgmt vs user-account-mgmt; neither implies the other)

Exported:
  - hasScope(grantedScopes, requiredScope): the canonical scope check.
    Replaces exact-string-match at three call sites in upcoming commits
    (serve-http.ts:673, oauth-provider.ts:365 F3 refresh, oauth-provider.ts:498
    token issuance). Without this rewrite, an admin-grant token would
    fail to refresh down to sources_admin (codex finding).
  - ALLOWED_SCOPES set + ALLOWED_SCOPES_LIST sorted array (deterministic
    for OAuth metadata wire format and drift-check output).
  - assertAllowedScopes / InvalidScopeError: registration-time gate so
    tokens with bogus scope strings (read flying-unicorn) get rejected
    with RFC 6749 §5.2 invalid_scope at auth.ts:296 + DCR /register +
    registerClientManual. Today's behavior accepts any string silently.
  - parseScopeString: space-separated wire format → array.

Forward-compat: hasScope ignores unknown granted scopes rather than
throwing, so pre-allowlist tokens with weird scope strings continue
working without crashes (registration is the gate, runtime is best-effort).

test/scope.test.ts (178 lines, 35 tests): hierarchy table including
all-implies for admin, sibling non-implication of *_admin scopes,
write→read but not the reverse, F3 refresh-token subset semantics
under hasScope, ALLOWED_SCOPES_LIST sorted-pinning, allowlist
rejection cases, parseScopeString edge cases (undefined/null/empty).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* build(admin): scope-constants mirror + drift CI for src/core/scope.ts

The admin React SPA's tsconfig.json scopes include: ['src'] to admin/src/,
so it cannot directly import ../../src/core/scope.ts. The plan considered
widening the include or generating a single source of truth; both options
either couple the SPA to the gbrain monorepo or add a build step. Eng
review picked the boring choice: hand-maintained mirror at
admin/src/lib/scope-constants.ts plus a CI drift check.

Files:
  - admin/src/lib/scope-constants.ts: hand-maintained ALLOWED_SCOPES_LIST
    duplicate, sorted alphabetically to match src/core/scope.ts.
  - scripts/check-admin-scope-drift.sh: extracts the list from each file
    via awk, normalizes via tr/sort, diffs. Exits 0 on match, 1 on drift
    (with full breakdown of which scopes diverged), 2 on internal error.
    Tested both passing and corrupted paths.
  - package.json: wires check:admin-scope-drift into both `verify` and
    `check:all` so any update to src/core/scope.ts that forgets the
    admin-side mirror fails the build.

The Agents.tsx scope-checkbox sites (5 hardcoded locations) get updated
in a later commit to import from this constants file.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(oauth): hasScope hierarchy + ALLOWED_SCOPES allowlist at registration

Switch three call sites in oauth-provider.ts from exact-string-match to
hasScope() so the v0.28 sources_admin and users_admin scopes — and the
admin-implies-all + write-implies-read hierarchy in src/core/scope.ts —
work end to end:

- F3 refresh-token subset enforcement at line 365: previously rejected
  admin → sources_admin refresh because exact-match treated them as
  unrelated scopes. gstack /setup-gbrain Path 4 needs admin tokens to
  refresh down to least-privilege sources_admin scope; this fix lands
  that path.

- Token issuance intersection at line 498 (client_credentials grant):
  same hasScope swap so a client whose stored grant is `admin` can mint
  tokens including any implied scope.

- registerClient (DCR /register) and registerClientManual: validate
  every scope string against ALLOWED_SCOPES via assertAllowedScopes.
  Pre-fix the system silently accepted `--scopes "read flying-unicorn"`
  and persisted the bogus string in oauth_clients.scope. Post-fix the
  caller gets RFC 6749 §5.2 invalid_scope. Existing rows with
  pre-allowlist scopes keep working (allowlist gates registration only).

Tests amended in test/oauth.test.ts:
- T1 (eng-review): admin grant CAN refresh down to sources_admin
- T1 sibling: write grant CANNOT refresh up to sources_admin
- ALLOWED_SCOPES allowlist coverage (manual + DCR paths, all 5 valid)
- Scope-annotation contract tests widened to accept the v0.28 union

62 OAuth tests pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(serve-http): hasScope at /mcp + advertise full ALLOWED_SCOPES

Two changes against src/commands/serve-http.ts:

- Line 195: scopesSupported on the mcpAuthRouter options switches from the
  hardcoded ['read','write','admin'] to Array.from(ALLOWED_SCOPES_LIST).
  Without this, /.well-known/oauth-authorization-server keeps reporting
  the old triple, so MCP clients (Claude Desktop, ChatGPT, Perplexity)
  cannot discover the v0.28 sources_admin and users_admin scopes via
  standard discovery — they would have to be pre-configured out of band.

- Line 673: request-time scope check on /mcp swaps
  authInfo.scopes.includes(requiredScope) for hasScope(...). This was
  the most-cited codex finding: without it, sources_admin tokens could
  not even satisfy a `read`-scoped op (sources_admin doesn't include
  the literal string "read"). hasScope routes through the hierarchy
  table in src/core/scope.ts so admin implies all and write implies
  read at the gate too.

T2 amendment in test/e2e/serve-http-oauth.test.ts: assert
/.well-known/oauth-authorization-server includes all 5 scopes in
scopes_supported. Pre-v0.28 the list was hardcoded to ['read','write',
'admin'] and this assertion would have failed. (The test is
Postgres-gated; runs under bun run test:e2e with DATABASE_URL set.)

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(core): sources-ops module — atomic clone + symlink-safe cleanup

src/core/sources-ops.ts (~470 lines): pure async functions extracted from
src/commands/sources.ts so the CLI handlers and the new MCP ops share
one implementation.

addSource: D3 atomicity contract from the eng review.
  1. Validate id (matches existing SOURCE_ID_RE).
  2. Q4 pre-flight SELECT — fail loudly with structured `source_id_taken`
     before any clone work. Pre-fix the existing CLI used INSERT…ON
     CONFLICT DO NOTHING which silently no-op'd; with clone-first that
     would orphan the temp dir.
  3. parseRemoteUrl gate (delegates to isInternalUrl from url-safety.ts).
  4. Clone into $GBRAIN_HOME/clones/.tmp/<id>-<rand>/ via the new
     git-remote helpers.
  5. INSERT row with local_path=<final clone dir>, config.remote_url=<url>.
  6. fs.renameSync(tmp/, final/). Rollback on either-side failure unlinks
     the temp dir; rename-failed path also DELETEs the just-INSERTed row
     best-effort.

removeSource: clone-cleanup with realpath+lstat confinement matching
validateUploadPath() shape at src/core/operations.ts:61. String startsWith
is symlink-unsafe and would let $GBRAIN_HOME/clones/<id> → /etc resolve
out of the confine. Two defenses layered:
  - isPathContained (realpath-resolves both sides + parent-with-sep
    string check) rejects symlinks whose target falls outside the
    confine.
  - lstat-then-isSymbolicLink check refuses symlinks whose realpath
    happens to land back inside the confine (defense in depth).

getSourceStatus: returns clone_state via validateRepoState (the 6-state
decision tree from git-remote.ts). Lets a remote MCP caller diagnose
"healthy | missing | not-a-dir | no-git | url-drift | corrupted" without
SSH access to the brain host. listSources additionally exposes
remote_url so callers can see which sources are auto-managed.

recloneIfMissing: T4 follow-up for `gbrain sources restore` after the
clone dir was autopurged — re-clones via the same temp + rename
atomicity contract. Idempotent (returns false when clone is already
healthy).

test/sources-ops.test.ts (~470 lines, 24 tests): pre-flight collision
(Q4), happy paths for both --path and --url, all four D3 rollback paths
(clone-fail before INSERT, INSERT-fail after clone, rename-fail
post-INSERT, atomic temp-dir cleanup), symlink-target-OUTSIDE-clones
(realpath confinement), symlink-target-INSIDE-clones (lstat-check),
removeSource refuses to delete user-supplied paths, refuses "default"
source, getSourceStatus clone_state branches, T4 recloneIfMissing
recovery + idempotent + no-op for path-only sources, isPathContained
unit tests covering subtree / outside / symlink-escape / fail-closed.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(operations): whoami + sources_{add,list,remove,status} MCP ops

Five new ops in src/core/operations.ts auto-flow through src/mcp/tool-defs.ts
so MCP clients (Claude Desktop, ChatGPT, Perplexity, OpenClaw) get them via
standard tools/list discovery — no SDK or transport code changes needed.

Operation.scope union widened to add 'sources_admin' and 'users_admin' (the
v0.28 hierarchy from src/core/scope.ts).

whoami (scope: read): introspect calling identity over MCP.
  - Returns `{transport: 'oauth', client_id, client_name, scopes, expires_at}`
    for OAuth clients (clientId starts with gbrain_cl_).
  - Returns `{transport: 'legacy', token_name, scopes, expires_at: null}`
    for grandfathered access_tokens.
  - Returns `{transport: 'local', scopes: []}` when ctx.remote === false.
    Empty scopes (NOT ['read','write','admin']) is the D2 decision —
    returning OAuth-shaped scopes for local callers would resurrect the
    v0.26.9 footgun where code conditionally trusted on
    `auth.scopes.includes('admin')` instead of `ctx.remote === false`.
  - Q3 fail-closed: throws unknown_transport when remote=true AND auth is
    missing OR ctx.remote is the literal `undefined` (cast bypass guard).
    A future transport that forgets to thread auth doesn't get a free
    pass.

sources_add (sources_admin, mutating): register a source by --path
  (existing v0.17 behavior) or --url (v0.28 federated remote-clone path).
  Calls into addSource from sources-ops.ts which owns the temp-dir +
  rename atomicity.

sources_list (read): list registered sources with page counts, federated
  flag, and remote_url. The remote_url field is new — lets a remote MCP
  caller see which sources are auto-managed.

sources_remove (sources_admin, mutating): cascade-delete a source +
  symlink-safe clone cleanup. Requires confirm_destructive: true when the
  source has data.

sources_status (read): per-source diagnostic returning clone_state
  ('healthy' | 'missing' | 'not-a-dir' | 'no-git' | 'url-drift' |
  'corrupted' | 'not-applicable') — lets a remote MCP caller diagnose a
  busted clone without SSH access to the brain host.

test/whoami.test.ts (9 tests): pinned transport-detection for all four
return shapes including Q3 fail-closed throw under both auth=undefined
and remote=undefined cast-bypass paths.

test/sources-mcp.test.ts (16 tests): op-metadata pins (scope, mutating,
localOnly), functional handler shape against PGLite, hasScope-driven
scope-enforcement smoke test simulating the serve-http.ts:673 gate
(read-only token rejected for sources_add; sources_admin token allowed;
admin token allowed for everything; gstack /setup-gbrain Path 4 token
covers all 4 ops), SSRF gate at the op layer.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(sync): re-clone fallback when clone is missing/no-git/corrupted

src/commands/sync.ts gets a v0.28-aware front-half. When the source has
config.remote_url, performSync calls validateRepoState before the existing
fast-forward pull path:

  - 'healthy'    → fall through to existing pull (unchanged)
  - 'missing'    → loud stderr "auto-recovery: re-cloning <id>", then
  'no-git'         recloneIfMissing handles the temp-dir + rename. Sync
  'not-a-dir'      continues from the freshly-cloned head.
  - 'corrupted'  → throw with structured hint pointing at sources remove
                   + add (no syncing wrong state).
  - 'url-drift'  → throw with hint pointing at the (deferred) sources
                   rebase-clone command.

Closes the operator-confidence gap: rm -rf $GBRAIN_HOME/clones/<id>/ no
longer breaks future syncs. The next sync sees the missing dir and
recovers via the recorded URL.

src/core/operations.ts: extend ErrorCode with 'unknown_transport' so
whoami's Q3 fail-closed path types check.

test/sources-resync-recovery.test.ts (12 tests): full validateRepoState
state matrix exercised under fake-git, recloneIfMissing recovery from
each degraded state, idempotent on healthy clones, the sync.ts:320
integration path that drives the recovery.

test/sources-ops.test.ts + test/sources-mcp.test.ts: drop the
GBRAIN_PGLITE_SNAPSHOT-disable line so these tests stop forcing cold
init across the parallel-shard runner. With snapshot allowed, init time
drops from 6+s to ~50ms and parallel runs stay under the 5s hook
timeout.

test/sources-mcp.test.ts: tighten scope literal-type so tsc keeps the
union narrow.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(cli): sources add --url + restore re-clone, thin-wrapper refactor

src/commands/sources.ts now delegates the data-mutation work to
src/core/sources-ops.ts (added in the previous commit). The CLI handler
parses argv, calls into addSource, and formats output.

Two new flags on `gbrain sources add`:
  - `--url <https-url>` : federated remote-clone path (clone + INSERT +
    rename, atomic rollback on failure).
  - `--clone-dir <path>` : override the default
    $GBRAIN_HOME/clones/<id>/ destination.

Validation rejects mutually-exclusive `--url` + `--path`. Errors from
the ops layer (SourceOpError) propagate through the CLI's standard
error wrapper in src/cli.ts so existing tests that assert throw shape
keep passing.

`gbrain sources restore <id>` (T4 from eng review): if the source has a
remote_url AND the on-disk clone was autopurged, call recloneIfMissing
before declaring success. Clone errors print a WARN with recovery
hints rather than failing the restore — the DB row is what restore
guarantees; the clone is best-effort.

54 sources-related tests pass (existing test/sources.test.ts +
sources-ops + sources-mcp).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(doctor,cycle): orphan-clones surface + autopilot purge phase (P1)

addSource's atomicity contract uses a temp dir that gets renamed to the
final clone path. If the process is SIGKILL'd between clone-finish and
rename, the temp dir orphans on disk. Without sweeping these, a brain
server accumulates gigabytes over months of failed `sources add --url`
attempts.

Two layers:

1. `gbrain doctor` now surfaces stale entries. A new orphan_clones check
   walks $GBRAIN_HOME/clones/.tmp/, names anything older than 24h, and
   prints a warn with disk-byte estimate. Operators see the leak before
   `df` complains.

2. The autopilot cycle's existing `purge` phase grows a substep that
   nukes .tmp/ entries past the same 72h TTL the page-soft-delete purge
   uses. Operator behavior stays uniform across all soft-delete-style
   surfaces.

Both layers are filesystem-only (no DB). On a brain that never used
--url cloning, both are no-ops.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* build(admin): scope checkboxes source from scope-constants mirror + dist

admin/src/pages/Agents.tsx Register Client modal:
  - useState default sources from ALLOWED_SCOPES_LIST (defaulting `read`
    to true, others false; unchanged UX for the common case).
  - Scope checkbox map iterates ALLOWED_SCOPES_LIST instead of the old
    hardcoded ['read','write','admin'].

Without this commit, even with the v0.28.1 server-side scope hierarchy,
operators registering an OAuth client from the admin UI cannot tick the
new sources_admin / users_admin scopes — defeats the whole gstack
/setup-gbrain Path 4 unblock.

The drift-check CI gate (scripts/check-admin-scope-drift.sh) ensures
this list stays in sync with src/core/scope.ts going forward.

admin/dist/* rebuilt via `cd admin && bun run build`. Old hash bundle
removed; new bundle (224.96 kB / 68.70 kB gzip).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: v0.28.1 — remote-source MCP + scope hierarchy + whoami

VERSION + package.json: bump to 0.28.1 (per CLAUDE.md branch-scoped
versioning rule — this branch adds substantial new features on top of
v0.28.0).

CHANGELOG.md: new top-level entry for v0.28.1 in the gstack/Garry voice
(no AI vocabulary, no em dashes, real numbers + commands). Lead
paragraph names what the user can now do that they couldn't before.
"Numbers that matter" table calls out the +5 MCP ops, +2 OAuth scopes,
and the 4-to-0 SSH-step number for gstack /setup-gbrain Path 4. "What
this means for you" closer ties the work to the operator workflow shift.
"To take advantage of v0.28.1" block has paste-ready upgrade commands
including the admin SPA rebuild step. Itemized changes section
describes the architecture cleanly without exposing scope-string
internals to public attack-surface enumeration (per CLAUDE.md
responsible-disclosure rule).

TODOS.md: file 6 follow-ups under a new "Remote-source MCP follow-ups
(v0.28.1)" section: token rotation, migration introspection in
get_health, Accept-header friendliness, sources rebase-clone for
URL-drift recovery, --filter=blob:none partial-clone option, and the
chunker_version PGLite-schema parity codex caught.

README.md: short subsection under the existing sources CLI listing
that names the new --url flag and what auto-recovery does. Capability
framing (no scope-string enumeration).

llms.txt + llms-full.txt: regenerated via `bun run build:llms` so the
documentation bundle reflects the v0.28.1 entry. The build-llms
generator's drift check passes.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test(e2e): sources-remote-mcp — full gstack /setup-gbrain Path 4 round-trip

Spins up `gbrain serve --http` against real Postgres with a fake-git binary
in PATH (so `git clone` is exercised end-to-end without network), registers
two OAuth clients (sources_admin + read-only), mints tokens, calls the new
v0.28.1 MCP ops via /mcp, and asserts the gstack /setup-gbrain Path 4 flow
works end to end.

12 tests cover the full lifecycle:
- whoami over HTTP MCP returns transport=oauth + the right scopes
- /.well-known/oauth-authorization-server advertises all 5 scopes
- sources_add: clone fires, INSERT lands, row carries config.remote_url
- sources_status: clone_state=healthy after add
- sources_list: surfaces remote_url for the new source
- SSRF rejection: sources_add with RFC1918 URL fails at parseRemoteUrl gate
- Scope enforcement: read-only token gets insufficient_scope on sources_add
- Read-only token CAN call sources_list (read-scoped op)
- ALLOWED_SCOPES allowlist: CLI register-client rejects bogus scope
- Recovery: rm clone dir + sources_status reports clone_state=missing
- sources_remove: cascades + cleans up the auto-managed clone dir

Subprocess env threading replicates the v0.26.2 bun execSync inheritance
pattern — bun does NOT inherit process.env mutations, so every CLI
subprocess call passes env: { ...process.env } explicitly.

Cleanup contract mirrors test/e2e/serve-http-oauth.test.ts: revoke any
clients we registered, force-kill the server subprocess on SIGTERM
timeout, surface cleanup failures to stderr without throwing so real
test failures aren't masked.

The base table list in helpers.ts (ALL_TABLES) doesn't include sources
or oauth_clients, so this test explicitly truncates them in beforeAll
to avoid Q4 pre-flight collisions on re-run.

Skipped gracefully when DATABASE_URL is unset.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix: codex adversarial review — confine remote sources_admin + close SSRF gaps

Pre-ship adversarial review (codex exec) caught five issues. Four ship in
this commit; the fifth (DNS rebinding) is filed as v0.28.x follow-up.

CRITICAL — `sources_admin` tokens over HTTP MCP could plant content at any
host path. The MCP op exposed `path` and `clone_dir` to remote callers; the
op layer trusted them verbatim, then auto-recovery's rm -rf on degraded
state turned that into arbitrary delete primitives. src/core/operations.ts
sources_add handler now drops both fields when ctx.remote !== false. Local
CLI keeps the override (operator trust). Loud logger.warn when a remote
caller tries — visible in the SSE feed without leaking values.

HIGH — Steady-state `git pull --ff-only` bypassed GIT_SSRF_FLAGS entirely.
The legacy helper at src/commands/sync.ts:192 spawned git without the
-c http.followRedirects=false -c protocol.{file,ext}.allow=never
--no-recurse-submodules set that cloneRepo applies. Every recurring sync
was reopening the redirect/submodule/protocol bypass. Routed the call site
at sync.ts:381 through pullRepo from git-remote.ts so initial clone and
ongoing pull share one defensive flag set.

MEDIUM — listSources ignored its `include_archived` flag. The op
advertised the param but the function destructured it as `_opts` and
queried every row. Archived sources' ids, local_paths, and remote_urls
were leaking to read-scoped MCP callers by default. Filter in SQL
(`WHERE archived IS NOT TRUE` unless the flag is set) so archived rows
never reach the wire.

PARTIAL HIGH — IPv6 ULA fc00::/7 and link-local fe80::/10 were not in
the isInternalUrl bypass list. Only ::1/:: and IPv4-mapped IPv6 were
blocked. Added regex-based ULA + link-local rejection to url-safety.ts.

Test coverage:
- test/git-remote.test.ts: 4 new IPv6 cases (ULA fc-prefix + fd-prefix,
  link-local fe80::, public IPv6 still allowed).
- test/sources-mcp.test.ts: 3 new cases pinning the remote/local
  asymmetry (clone_dir override silently ignored over MCP, path nulled,
  local CLI keeps the override).
- test/sources-mcp.test.ts: 2 new cases for include_archived honored.

DNS rebinding (codex finding #3): the current gate is lexical only.
A deliberate attacker who controls a hostname's A/AAAA records can still
resolve to an internal IP. Closing this requires async DNS resolution +
revalidation; filed as v0.28.x follow-up in TODOS.md so the API change
surface (parseRemoteUrl becomes async, every caller updates) lands in
its own PR.

323 tests pass (9 files); 4071 unit tests pass (full suite).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: rebump v0.28.1 → v0.28.2 (master collision)

Caught after PR creation. master is at v0.28.1 already; this branch
forked from garrytan/v0.28-release at v0.28.0 and naively bumped to
v0.28.1 without checking the master queue. CI version-gate would have
rejected at merge time (requires VERSION strictly greater than
master's).

Root cause: I bumped VERSION mechanically during plan implementation
(echo "0.28.1" > VERSION) without consulting the queue-aware allocator
at bin/gstack-next-version. /ship Step 12's idempotency check then
classified state as ALREADY_BUMPED and the workflow's "queue drift"
comparison was the safety net I should have hit — but I skipped it.

Files updated:
- VERSION + package.json: 0.28.1 → 0.28.2
- CHANGELOG.md: header + "To take advantage of v0.28.2" subsection
- README.md: sources --url note version reference
- TODOS.md: 7 follow-up entries' version references
- llms.txt + llms-full.txt: regenerated

PR title rewrite via gstack-pr-title-rewrite.sh handled in a separate
gh pr edit call; CI version-gate now passes.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(todos): close longmemeval-publication, file 4 follow-up TODOs

Full 500-question 4-adapter LongMemEval _s benchmark landed at
github.com/garrytan/gbrain-evals#main:ced01f0. gbrain-hybrid 97.60% R@5,
+1.0pt over MemPal raw 96.6%. Replacing the now-stale "needs full run"
TODO with closure + 4 grounded follow-ups:

  1. Timeline-aware retrieval signal for temporal-reasoning questions
     (P2 — closes the only category we lose to MemPal-raw)
  2. Per-question batch consolidation for ~10x cold-cache speedup
     (P3 — makes daily benchmark CI gate practical)
  3. LongMemEval _m split run (P3 — differentiated, not yet published
     by MemPal)
  4. Cheaper-embedding-model recipe (P4 — recall-cost tradeoff curve)

Each TODO has the standard What/Why/Pros/Cons/Context/Depends-on shape per
the gbrain TODOS-format convention.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore(llms): regenerate llms-full.txt to match merged CLAUDE.md

CI test/build-llms.test.ts asserts the committed llms.txt/llms-full.txt
are byte-for-byte identical to what scripts/build-llms.ts produces. The
master merge brought in v0.28.9/v0.28.10/v0.28.11 + multimodal embedding
notes that updated CLAUDE.md; the bundle was stale.

No content changes. Pure regeneration via `bun run build:llms`.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs(changelog): rewrite v0.28.12 entry — lead with the LongMemEval result

Old entry buried the headline ("LongMemEval lands in the box…") under
process detail (hermetic CI test count, 25.9ms p50, schema-table
runtime enumeration). The reader cares what gbrain DOES — not how we
plumbed the harness.

New entry leads with the actual number — 97.60% R@5 on the public
LongMemEval _s split, beating MemPalace raw by 1.0pt — followed by
the per-category win table that proves gbrain ties or beats MemPal in
5 of 6 question types and shows the +7.1pt assistant-voice lift.

Links to the full gbrain-evals report (97.60% headline + full
methodology + reproducible runner) so curious readers can dig deeper.

Two honest findings published in plain text: vector-only is
essentially tied with hybrid at K=5, and query expansion via Haiku is
a clean null result on this dataset. Better to publish the null than
hide it.

Reproduction block updated to match the actual gbrain-evals workflow
(clone + bun install + dataset download + bash batch runner). The
prior "download / run / hand to evaluate_qa.py" block stayed for the
in-tree CLI path.

Regenerated llms-full.txt to keep the build-llms regen-drift guard
green.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-07 19:49:46 -07:00