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.
402 lines
17 KiB
Markdown
402 lines
17 KiB
Markdown
# @soulcraft/brainy — Release Notes for Consumers
|
|
|
|
This file is the **quick reference for Soulcraft product sessions** tracking Brainy changes.
|
|
Full auto-generated changelog: `CHANGELOG.md` · Releases: https://github.com/soulcraftlabs/brainy/releases
|
|
|
|
**How to use:** Brainy is the underlying data engine for Workshop, Venue, Academy, and
|
|
Collective. The SDK wraps it — most products never call Brainy directly. Read this when:
|
|
- Upgrading `@soulcraft/brainy` in the SDK or a product
|
|
- Debugging data, query, or storage behaviour
|
|
- A new Brainy feature is available that SDK should expose
|
|
|
|
---
|
|
|
|
## v7.23.0 — 2026-05-26
|
|
|
|
**Affected products:** anyone using aggregation (stats/dashboards), graph traversal, or entity
|
|
extraction. Adds two report APIs and fixes three correctness gaps surfaced by BR-ADV-FEATURES-BUN.
|
|
Drop-in upgrade from 7.22.x.
|
|
|
|
### New — `brain.queryAggregate(name, params)`
|
|
|
|
A first-class report API returning the clean `AggregateResult[]` shape
|
|
(`{ groupKey, metrics, count }[]`) directly, instead of the search-`Result` wrapper that
|
|
`find({ aggregate })` returns. Accepts `where` / `having` / `orderBy` / `order` / `limit` / `offset`.
|
|
|
|
### New — HAVING (filter groups by metric value)
|
|
|
|
`find({ aggregate, having: { revenue: { greaterThan: 1000 } } })` (and the same on
|
|
`queryAggregate`) filters groups by their computed metrics — the analytics equivalent of SQL
|
|
`HAVING`, complementing `where` (which filters group keys). Evaluated per group: **O(groups),
|
|
independent of entity count.**
|
|
|
|
### Fix — aggregates now backfill when defined over existing data (R1)
|
|
|
|
Defining an aggregate on a store that already holds matching entities returned `[]` because
|
|
write-time hooks only saw *future* writes. It now backfills from existing entities on first query
|
|
(one-time scan via `getNouns`, then incremental) — storage-agnostic, so it works under durable
|
|
backends (Cortex) where a brain reopens pre-populated. Also: `groupBy:['noun']` now resolves to
|
|
the entity type instead of a single null group. `find({ aggregate })` rows now expose
|
|
`groupKey`/`metrics`/`count` at the top level (previously only under `.metadata`).
|
|
|
|
### Fix — multi-hop `find({ connected: { depth, via } })` (traversal)
|
|
|
|
`depth` and `via` are now honored at **every hop** (previously only the immediate neighbour was
|
|
returned, and verb filtering applied to hop 1 only). The BFS is bounded by `limit`.
|
|
|
|
### Fix — entity extraction type accuracy (R3)
|
|
|
|
`extractEntities` no longer lets a type indicator in one candidate's surrounding text bleed onto
|
|
neighbours (e.g. "Corp" in "Sarah Chen founded Acme Corp" no longer types "Sarah Chen" as
|
|
Organization). Each candidate is typed by its own span; context may only reinforce the same type.
|
|
|
|
---
|
|
|
|
## v7.22.1 — 2026-05-26
|
|
|
|
**Affected products:** Anyone using `extractEntities()` / `extractConcepts()`, native
|
|
aggregation (`find({ aggregate })`), or multi-hop graph traversal
|
|
(`find({ connected: { depth } })`). Three advanced-API correctness fixes — all reproduce on
|
|
Node, so they were **not** Bun-specific despite the original report (BR-ADV-FEATURES-BUN).
|
|
|
|
### Entity/concept extraction no longer returns `[]`
|
|
|
|
`extractEntities()` / `extractConcepts()` returned empty for entity-rich text. The SmartExtractor
|
|
ensemble scored agreeing signals with a weighted **sum** against an absolute 0.60 gate, so a
|
|
confident low-weight signal (e.g. a name pattern at 0.82) lost selection to a mediocre
|
|
high-weight signal that then failed the gate — dropping the whole result. It now selects and
|
|
gates on a normalized weighted **average**. Also: the `confidence` option now actually controls
|
|
the threshold (was a dead hardcoded 0.60), and the embedding-signal timeout was raised
|
|
100ms → 2000ms so the neural signal isn't silently dropped on slower runtimes.
|
|
|
|
*Known limitation:* type accuracy on dense multi-entity sentences is still imperfect — a strong
|
|
indicator in one entity's surrounding text can bleed onto neighbours. Tracked separately.
|
|
|
|
### `find({ aggregate })` exposes `groupKey` / `metrics` / `count`
|
|
|
|
Aggregation always computed correct values, but rows nested them under `.metadata`, so callers
|
|
expecting the documented `AggregateResult` shape saw empty-looking rows. Those three fields are
|
|
now also present at the top level of each result row.
|
|
|
|
### Multi-hop `find({ connected: { depth } })` honours depth
|
|
|
|
Previously returned only the immediate (1-hop) neighbour at any depth because the graph-search
|
|
path ignored `depth` / `via`. It now performs the full depth-aware traversal.
|
|
|
|
---
|
|
|
|
## v7.22.0 — 2026-05-15
|
|
|
|
**Affected products:** All. Fixes a silent-data-loss class affecting `find()` and
|
|
`brain.stats()`, plus Cortex-compatibility regression from 7.21.0. Recommended
|
|
upgrade for everyone on 7.20.x or 7.21.x.
|
|
|
|
### Two correctness fixes
|
|
|
|
#### 1. `find({ where })` no longer silently returns `[]` (BR-FIND-WHERE-ZERO)
|
|
|
|
The 7.20.0 column-store refactor deleted the legacy sparse-index write path
|
|
but left `getStats()` and `getIds()` reading from sparse indices. New
|
|
workspaces had no sparse-index files, so:
|
|
- `brain.stats().entityCount` was `0` regardless of actual entity count
|
|
- `find({ where: { ... } })` returned `[]` regardless of actual matches
|
|
- `rebuildIndexesIfNeeded()` saw `0` entries → fired the `[Brainy] CRITICAL ...
|
|
Second rebuild result: 0 entries` log → application saw no indexed data
|
|
|
|
7.22.0 makes the ColumnStore the single source of truth post-7.20.0:
|
|
- `MetadataIndex.getStats()` reads from `ColumnStore.getIndexedFields()` and
|
|
`idMapper.size`. Entity count is now accurate across writer → close →
|
|
reader-open cycles.
|
|
- `MetadataIndex.getIdsFromChunks()` throws `BrainyError(FIELD_NOT_INDEXED)`
|
|
when neither column store nor legacy sparse index has the field.
|
|
- `MetadataIndex.getIdsForFilter()` catches per-clause, logs
|
|
`[brainy] find() where-clause referenced unindexed field(s): ...`, returns
|
|
`[]`. Production `find()` is now consistent with `brain.explain()`'s
|
|
`path: 'none'` diagnostic.
|
|
|
|
Separately, `BaseStorage.getNounType()` was hardcoded to return `'thing'`
|
|
since a type-cache removal in commit `42ae5be`. Every noun save attributed
|
|
the entity to `'thing'` regardless of its actual type, poisoning
|
|
`_system/type-statistics.json` and `brain.stats().entitiesByType`. 7.22.0
|
|
restores type-correct attribution:
|
|
- New `nounTypeByIdCache: Map<string, NounType>` on `BaseStorage`, populated
|
|
in `saveNounMetadata_internal` and consumed in `saveNoun_internal`.
|
|
- New `flushCounts()` override that persists `nounCountsByType` /
|
|
`verbCountsByType` alongside the per-entity counter. Readers opening the
|
|
same directory after a writer flush now see correct per-type counts.
|
|
|
|
**Self-heal at init.** If `loadTypeStatistics()` detects the poisoned-state
|
|
signature (all nouns attributed to `'thing'` with multiple non-`thing`
|
|
entities on disk), it auto-runs `rebuildTypeCounts()` once and rewrites the
|
|
file. A `[BaseStorage] Detected poisoned type-statistics.json signature ...`
|
|
warning is logged. Operators don't need to take any action — the first 7.22
|
|
open of a directory poisoned by 7.20.0/7.21.0 fixes it.
|
|
|
|
**`brainy inspect repair`** can also be used to manually trigger
|
|
`rebuildTypeCounts()`. It's now public on `BaseStorage`.
|
|
|
|
#### 2. Cortex 2.2.x no longer crashes 7.21.0 boot (BR-DEFENSIVE-INTERFACE)
|
|
|
|
7.21.0 added new storage-adapter methods (`supportsMultiProcessLocking`,
|
|
`acquireWriterLock`, etc.) and called them unconditionally. Cortex 2.2.0's
|
|
mmap storage adapter bundles a pre-7.21 `BaseStorage` and doesn't define
|
|
them, so Venue's 7.21.0 upgrade attempt threw
|
|
`TypeError: this.storage.supportsMultiProcessLocking is not a function`
|
|
at boot.
|
|
|
|
7.22.0 introduces `hasStorageMethod(name)` on Brainy and guards every new-
|
|
method call site. Older adapters degrade with a one-line warning at init:
|
|
```
|
|
[brainy] Storage adapter `CortexMmapStorage` predates the 7.21
|
|
multi-process methods. Writer locking and the flush-request RPC are
|
|
disabled for this directory. Upgrade the plugin (e.g.
|
|
`@soulcraft/cortex` ≥2.3.0) for full enforcement.
|
|
```
|
|
|
|
### Dead-code cleanup
|
|
|
|
Removed `MetadataIndexManager.dirtyChunks`, `dirtySparseIndices`, and the
|
|
`flushDirtyMetadata()` no-op machinery. These accumulators stopped being
|
|
populated when the sparse-index write path was deleted in 7.20.0; the
|
|
remaining 6 callers wasted async hops on an empty Map iteration.
|
|
|
|
### Upgrade notes
|
|
|
|
- **Behaviour change:** `find({ where: { unindexedField: ... } })` previously
|
|
returned `[]` silently. It now logs a one-line warning and still returns
|
|
`[]`. The diagnostic message names the field — use
|
|
`brain.explain({ where: { ... } })` for full diagnosis. No code change
|
|
needed for callers that already handle empty results.
|
|
- **Behaviour change (good):** `brain.stats()` and `brain.health()` now
|
|
report accurate per-type counts. If you previously relied on the buggy
|
|
`entitiesByType.thing` over-count, update consumers.
|
|
- **No API breaks.** Pure additive on the public surface.
|
|
|
|
### Cortex consumers
|
|
|
|
Cortex 2.2.x continues to work against 7.22.0 thanks to the defensive
|
|
guards, but for full multi-process protection on Cortex-backed stores and
|
|
to make sure Cortex's native MetadataIndex picks up the find-where-zero
|
|
fix, Cortex 2.3.0 is recommended. Tracked as `CX-MULTIPROC-METHOD` in the
|
|
internal platform handoff.
|
|
|
|
---
|
|
|
|
## v7.21.0 — 2026-05-15
|
|
|
|
**Affected products:** All consumers using filesystem storage (Venue, Workshop dev,
|
|
local development).
|
|
|
|
### Multi-process safety + first-class read-only inspector
|
|
|
|
Filesystem storage now enforces **single-writer, many-reader**. Previously, opening
|
|
a second writer process against a live data directory silently produced wrong query
|
|
results — no error, no warning, just empty or stale data. This release replaces
|
|
that footgun with a hard refusal at init time and a dedicated read-only inspection
|
|
mode.
|
|
|
|
#### New: `Brainy.openReadOnly()`
|
|
```ts
|
|
const reader = await Brainy.openReadOnly({
|
|
storage: { type: 'filesystem', rootDirectory: '/data/brain' }
|
|
})
|
|
const bookings = await reader.find({ where: { entityType: 'booking' } })
|
|
```
|
|
- Does NOT acquire the writer lock — coexists with a live writer.
|
|
- Every mutation method throws `Cannot mutate a read-only Brainy instance`.
|
|
- `flush()` and `close()` are safe (no-op + clean shutdown).
|
|
|
|
#### New: writer lock at init
|
|
- `new Brainy({ ... })` (default `mode: 'writer'`) acquires
|
|
`<rootDir>/locks/_writer.lock` containing `{ pid, hostname, startedAt, lastHeartbeat, version }`.
|
|
- A second writer on the same directory **throws** with the PID, hostname,
|
|
heartbeat, and a pointer to `openReadOnly()`.
|
|
- Stale-lock detection: same hostname + dead PID OR heartbeat > 60s ago → overwritten with a warning.
|
|
- Heartbeat: writer rewrites `lastHeartbeat` every 10s (unref'd timer).
|
|
- Override: pass `{ force: true }` to bypass when you've verified the existing lock is stale.
|
|
|
|
#### New: `brain.requestFlush({ timeoutMs })`
|
|
Cross-process RPC for inspectors to force a fresh snapshot:
|
|
- In-process: just calls `flush()`.
|
|
- Out-of-process: writes a request file, polls for ack. Times out gracefully.
|
|
- Watcher runs in every writer instance (filesystem only).
|
|
|
|
#### New: `brain.stats()`
|
|
Operator-facing summary: `entityCount`, `entitiesByType`, `relationCount`,
|
|
`relationsByType`, `fieldRegistry`, `indexHealth`, `storage.backend`, `writerLock`, `version`.
|
|
Designed for `/api/health` endpoints and incident triage.
|
|
|
|
#### New: `brain.explain(findParams)`
|
|
Shows which index path serves each `where` clause: `column-store` | `sparse-chunked` | `none`.
|
|
**This is the answer to "why is `find()` returning empty?"** — `path: "none"` means
|
|
the field has no index entries and the query will silently return `[]`. Includes
|
|
notes on likely causes (writer hasn't flushed; typo; field genuinely absent).
|
|
|
|
#### New: `brain.health()`
|
|
Invariant-check battery: HNSW vs metadata count parity, field registry sanity,
|
|
`_seeded` entity sweep, writer heartbeat freshness. Returns `{ overall: 'pass' | 'warn' | 'fail', checks: [...] }`.
|
|
|
|
#### New: `brainy inspect` CLI (13 subcommands)
|
|
All read-only by default (internally uses `openReadOnly()`):
|
|
```
|
|
brainy inspect stats <path>
|
|
brainy inspect find <path> --type Event --where '{"status":"paid"}' --limit 20
|
|
brainy inspect get <path> <id>
|
|
brainy inspect relations <path> <id> --direction both
|
|
brainy inspect explain <path> --where '{"entityType":"booking"}'
|
|
brainy inspect health <path>
|
|
brainy inspect sample <path> --type Event --n 20
|
|
brainy inspect fields <path>
|
|
brainy inspect dump <path> --type Event > backup.jsonl
|
|
brainy inspect watch <path> --type Event
|
|
brainy inspect backup <path> /backups/brain.tar
|
|
brainy inspect repair <path> # writer mode — stop live writer first
|
|
brainy inspect diff <pathA> <pathB>
|
|
```
|
|
Default behaviour: ask the writer to flush via the RPC first (skip with `--no-fresh`).
|
|
|
|
### Brainy + Cortex
|
|
|
|
Cortex segments (`*.cidx`) are immutable mmap files; `MANIFEST.json` uses atomic
|
|
rename. The single writer lock at `<rootDir>/locks/_writer.lock` covers both Brainy
|
|
and Cortex. Read-only inspectors mmap Cortex segments with zero coordination.
|
|
|
|
### What's NOT enforced yet
|
|
|
|
- **Cloud storage backends** (S3, GCS, R2, Azure) — no multi-process locking.
|
|
A best-effort warning logs in writer mode against non-filesystem backends.
|
|
- **The `find({ where })`-returns-0 root-cause bug** — tracked separately. The
|
|
new `brain.explain()` and `brain.health()` surface it loudly
|
|
(`path: 'none'`, `index-parity warn`) instead of letting it be silent.
|
|
|
|
### Upgrade notes
|
|
|
|
- **Default behaviour change:** opening a Brainy directory in writer mode while
|
|
another writer is live now THROWS where it previously silently produced wrong
|
|
results. If you have scripts that intentionally co-opened a writer directory,
|
|
switch them to `Brainy.openReadOnly()` or pass `{ force: true }`.
|
|
- **Cloud backends unchanged** — no lock acquisition for S3/GCS/R2/Azure.
|
|
- All existing APIs unchanged. Pure addition.
|
|
|
|
### Docs
|
|
|
|
- README "Single-Writer Model" section.
|
|
- `docs/concepts/multi-process.md` — full model + Cortex compatibility.
|
|
- `docs/guides/inspection.md` — operator recipes.
|
|
- JSDoc on every new API.
|
|
|
|
---
|
|
|
|
## v7.19.10 — 2026-02-24
|
|
|
|
**Affected products:** All Bun/ESM consumers (Workshop, Venue, Academy, SDK)
|
|
|
|
### ESM crypto fix in SSTable
|
|
|
|
Replaced `require('crypto')` with `import { createHash } from 'node:crypto'` in the
|
|
SSTable implementation. Fixes a crash in Bun and strict ESM environments where
|
|
CommonJS `require` is unavailable.
|
|
|
|
No API changes — upgrade and redeploy.
|
|
|
|
---
|
|
|
|
## v7.19.2 — 2026-02-18
|
|
|
|
**Affected products:** All
|
|
|
|
### Metadata index cleanup on delete
|
|
|
|
Fixed: metadata indexes were not cleaned up after `delete()` / `deleteMany()`. Stale
|
|
index entries could cause phantom results in metadata-filtered queries after deletion.
|
|
|
|
No API changes. If you were seeing ghost results in filtered queries, this fixes it.
|
|
|
|
---
|
|
|
|
## v7.18.0 — 2026-02-16
|
|
|
|
**Affected products:** Workshop, Venue, Academy (analytics, reporting, session summaries)
|
|
|
|
### Aggregation engine
|
|
|
|
New `brain.aggregate()` API — incremental SUM, COUNT, AVG, MIN, MAX with GROUP BY
|
|
and time window support. Computes over entity collections without loading all records
|
|
into memory.
|
|
|
|
```typescript
|
|
const result = await brain.aggregate({
|
|
collection: 'bookings',
|
|
metrics: [
|
|
{ field: 'revenue', fn: 'SUM' },
|
|
{ field: 'id', fn: 'COUNT' },
|
|
],
|
|
groupBy: 'staffId',
|
|
timeWindow: { field: 'createdAt', from: startOfMonth, to: now },
|
|
})
|
|
```
|
|
|
|
SDK exposure: `sdk.brainy.aggregate()` — available once SDK is updated to pass through.
|
|
|
|
---
|
|
|
|
## v7.17.0 — 2026-02-09
|
|
|
|
**Affected products:** All (schema evolution, data migrations)
|
|
|
|
### Migration system
|
|
|
|
New `brain.migrate()` API with error handling, validation, and enterprise hardening.
|
|
Run schema migrations reliably across Brainy data directories.
|
|
|
|
```typescript
|
|
await brain.migrate({
|
|
version: 3,
|
|
up: async (brain) => {
|
|
// transform entities, rename fields, etc.
|
|
},
|
|
})
|
|
```
|
|
|
|
---
|
|
|
|
## v7.16.0 — 2026-02-09
|
|
|
|
**Affected products:** All
|
|
|
|
### Data/metadata separation enforced + numeric range queries
|
|
|
|
- Entity `data` and `metadata` fields are now strictly separated at the storage layer
|
|
- Numeric range queries now supported in metadata filters: `{ age: { $gte: 18, $lt: 65 } }`
|
|
- Fixes edge cases where mixed data/metadata storage caused inconsistent query results
|
|
|
|
**Breaking for anyone storing numeric values in metadata and relying on range queries:**
|
|
verify your filter syntax matches the new `$gte/$lte/$gt/$lt` operators.
|
|
|
|
---
|
|
|
|
## v7.15.5 — 2026-02-02
|
|
|
|
**Affected products:** Anyone using `@soulcraft/cortex` plugin
|
|
|
|
### Plugin opt-in clarified
|
|
|
|
Cortex and other plugins are opt-in. Pass explicitly:
|
|
```typescript
|
|
new Brainy({ plugins: ['@soulcraft/cortex'] })
|
|
```
|
|
Without `plugins`, no external plugins are loaded regardless of what's installed.
|
|
|
|
---
|
|
|
|
## v7.15.2 — 2026-02-01
|
|
|
|
**Affected products:** All (data safety)
|
|
|
|
### Graph LSM flush on close
|
|
|
|
Fixed: graph LSM-trees were not flushed on `brain.close()`, risking data loss across
|
|
restarts. Graph edges written in the final seconds before shutdown are now guaranteed
|
|
to be persisted.
|
|
|
|
No API changes — upgrade immediately if running Brainy in a long-lived server process.
|