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4 commits

Author SHA1 Message Date
bf4a333f9b docs: rename the native provider to @soulcraft/cor across public docs and JSDoc
The 3.0 native engine ships as @soulcraft/cor (brainy 8.x <-> cor 3.x are a
version-matched pair); the old @soulcraft/cortex package stays on the 2.x/7.x
line. Public docs and .d.ts-visible comments now name the correct package.
Historical 2.x contract references (e.g. the 2.3.1 read-side fallback) keep
the old name deliberately.
2026-07-02 15:11:41 -07:00
c2e21b7b3c feat: array-unnest groupBy for aggregates + batch-embed entity extraction
- groupBy now supports { field, unnest: true }: an entity contributes once per
  distinct element of an array field (tag frequency / faceted counts). Duplicate
  elements on one entity count once; an empty/missing array joins no group. The
  incremental add/update/delete paths fan out across the unnested groups.
- extractEntities/extractConcepts batch-embed the unique candidate spans in one
  embedBatch call instead of one embed() per candidate (N sequential model calls);
  falls back to per-candidate embedding if the batch fails. No behavior change.
2026-05-26 14:20:40 -07:00
1a98e4276a feat: queryAggregate() + HAVING, plus aggregate backfill, traversal depth/via, extraction typing (BR-ADV-FEATURES-BUN)
New report APIs:
- brain.queryAggregate(name, params) returns the clean AggregateResult[] shape
  ({ groupKey, metrics, count }) directly, instead of the search-Result wrapper that
  find({ aggregate }) returns.
- HAVING: find({ aggregate, having }) and queryAggregate filter groups by computed
  metric values (e.g. revenue > 1000), complementing where (which filters group keys).
  Evaluated per group: O(groups), independent of entity count.

Fixes (all reproducible on Node; surfaced under Cortex+Bun by Memory):
- Aggregate backfill-on-define: defining an aggregate over a store that already holds
  matching entities returned []. It now backfills from existing entities on first query
  (storage-agnostic via getNouns), so it works under durable backends that reopen
  pre-populated. groupBy:['noun'] resolves to the entity type; find({ aggregate }) rows
  expose groupKey/metrics/count at the top level.
- Multi-hop find({ connected: { depth, via } }) honors depth and via at every hop
  (was 1-hop only, with verb filtering applied to hop 1 only); BFS bounded by limit.
- extractEntities no longer bleeds a neighbour's type indicator across candidates; each
  candidate is typed by its own span. Also fixes the "Dr." title pattern.

Adds real-embedding regression tests; full unit suite green.
2026-05-26 13:55:43 -07:00
b7c6752388 feat: add stddev/variance aggregation ops with Welford's online algorithm
- New aggregation ops: stddev and variance (incremental, O(1) per update)
- Welford's online algorithm for numerically stable running variance
- MetricState extended with m2 field for variance tracking
- AggregationProvider interface: defineAggregate, removeAggregate, restoreState, serializeState
- Export AggregateGroupState and MetricState types
- Plugin docs: aggregation provider, analytics providers (HyperLogLog, t-digest, etc.)
- Aggregation architecture and usage guide docs

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-17 17:04:11 -08:00