open-brainy/docs
David Snelling 0c028dfc81
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feat(update-seam): first-class update operation through the provider seam
Brainy's planner emits a single UpdateInMetadataIndexOperation /
UpdateVerbInGraphIndexOperation when the registered provider announces the
`update-op` capability (capabilities has 'update-op' AND the method exists —
both halves), and the legacy remove+add pair otherwise. A provider whose
capability set claims what the instance lacks is refused at registration
with a typed ProviderCapabilityMismatchError — never a silent fallback.

- MetadataIndexProvider.updateIndex(id, before, after, generation?) and
  GraphIndexProvider.updateVerb(id, before, after, generation) — optional,
  rollback symmetric by construction (update(a,b) undone by update(b,a)).
- Emission at update(), planTxUpdate() and updateRelation()'s graph leg.
- transact() gains op:'updateRelation' (TxUpdateRelationOperation), born
  batchable; updateRelation()'s record build is shared with the planner.
- Both paths live for one overlap release; the pair path retires with the
  provider-side compensation layer in the following cut.

Pinned in tests/integration/update-op-emission.test.ts (7 pins).
2026-08-24 09:50:35 -07:00
..
api feat(update-seam): first-class update operation through the provider seam 2026-08-24 09:50:35 -07:00
architecture docs: correct rc-era time-travel staleness + record the embedding-model ordering constraint 2026-07-07 10:39:00 -07:00
concepts docs: 9.0 namespace-migration guide — the simple story + the mechanical sweep checklist, published for humans and tooling alike 2026-08-04 09:00:32 -07:00
guides docs: 9.0 namespace-migration guide — the simple story + the mechanical sweep checklist, published for humans and tooling alike 2026-08-04 09:00:32 -07:00
operations feat(8.0): API simplification — remove neural()/Db.search, one storage path key, integration→0 2026-06-20 13:31:11 -07:00
vfs refactor(8.0): remove the 4 deprecated query-operator aliases (clean break) 2026-06-29 10:29:20 -07:00
ADR-001-generational-mvcc.md feat(8.0): Model-B per-write generation-stamping + adaptive retention knob 2026-06-22 15:19:58 -07:00
BATCHING.md docs(8.0): correct public docs to the real 8.0 API + honest perf claims 2026-06-29 10:03:02 -07:00
DATA_MODEL.md chore(8.0): final pre-RC1 sweep — API consistency, named errors, orphans, zero-cast codebase 2026-06-11 14:51:00 -07:00
DEVELOPER_LEARNING_PATH.md feat(8.0): API simplification — remove neural()/Db.search, one storage path key, integration→0 2026-06-20 13:31:11 -07:00
eli5.md docs: rename the native provider to @soulcraft/cor across public docs and JSDoc 2026-07-02 15:11:41 -07:00
FIND_SYSTEM.md docs(8.0): correct public docs to the real 8.0 API + honest perf claims 2026-06-29 10:03:02 -07:00
MIGRATION-V3-TO-V4.md refactor(8.0)!: remove distributed clustering subsystem — inert/orphaned, scale is single-process + native provider 2026-06-15 10:37:39 -07:00
neural-extraction.md feat: queryAggregate() + HAVING, plus aggregate backfill, traversal depth/via, extraction typing (BR-ADV-FEATURES-BUN) 2026-05-26 13:55:43 -07:00
path-registry.md feat(temporal): as-of semantic recall joins the release contract — past vectors byte-exact, pinned 2026-08-10 09:42:08 -07:00
performance-envelopes.md docs: measured performance envelopes v1 (per-op p50/p95 at 1k and 10k, pure-JS floor) 2026-07-19 13:35:04 -07:00
PERFORMANCE.md docs: rename the native provider to @soulcraft/cor across public docs and JSDoc 2026-07-02 15:11:41 -07:00
PLUGINS.md docs: pin the write-path invariant in the plugin contract (the onChange change-feed guarantee) 2026-07-10 11:30:00 -07:00
PRODUCTION_SERVICE_ARCHITECTURE.md chore(8.0): modernize toolchain + position Bun as a runtime 2026-07-01 09:16:46 -07:00
QUERY_OPERATORS.md docs: rename the native provider to @soulcraft/cor across public docs and JSDoc 2026-07-02 15:11:41 -07:00
README.md refactor(8.0)!: remove distributed clustering subsystem — inert/orphaned, scale is single-process + native provider 2026-06-15 10:37:39 -07:00
RELEASE-GUIDE.md docs: correct rc-era time-travel staleness + record the embedding-model ordering constraint 2026-07-07 10:39:00 -07:00
SCALING.md docs: rename the native provider to @soulcraft/cor across public docs and JSDoc 2026-07-02 15:11:41 -07:00
STAGE3-CANONICAL-TAXONOMY.md fix: exclude __words__ keyword index from corruption detection and getStats() 2026-01-27 15:38:21 -08:00
transactions.md feat(8.0): API simplification — remove neural()/Db.search, one storage path key, integration→0 2026-06-20 13:31:11 -07:00
troubleshooting.md feat(8.0): API simplification — remove neural()/Db.search, one storage path key, integration→0 2026-06-20 13:31:11 -07:00
universal-display-augmentation.md feat(8.0): API simplification — remove neural()/Db.search, one storage path key, integration→0 2026-06-20 13:31:11 -07:00

Brainy Documentation

The multi-dimensional AI database with Triple Intelligence — vector search, graph traversal, and metadata filtering in one unified API.

Quick Start

import { Brainy, NounType, VerbType } from '@soulcraft/brainy'

const brain = new Brainy()
await brain.init()

// Add entities — data is embedded for semantic search, metadata is indexed for filtering
const id = await brain.add({
  data: 'Revolutionary AI Breakthrough',
  type: NounType.Document,
  metadata: { category: 'technology', rating: 4.8 }
})

// Search with Triple Intelligence
const results = await brain.find({
  query: 'artificial intelligence',              // Semantic search (on data)
  where: { rating: { greaterThan: 4.0 } },       // Metadata filter
  connected: { from: authorId, depth: 2 }         // Graph traversal
})

Core Documentation

Document Description
API Reference Complete API documentation — start here
Data Model Entity structure, data vs metadata, storage fields
Query Operators All BFO operators with examples and indexed/in-memory matrix
Find System Natural language find() and hybrid search details
Consistency Model The Db API guarantees — snapshot isolation, atomic transactions, time travel

Architecture

Document Description
Architecture Overview High-level system design
Triple Intelligence Vector + Graph + Metadata unified query
Noun-Verb Taxonomy 42 nouns + 127 verbs type system
Stage 3 Canonical Taxonomy Complete type reference
Storage Architecture Storage adapters and optimization
Index Architecture Vector, Graph, and Metadata indexing
Zero Configuration Auto-adapts to any environment

Virtual Filesystem (VFS)

Document Description
VFS Quick Start Get started in 30 seconds
VFS Core Core concepts and architecture
VFS API Guide Complete VFS API reference
Common Patterns VFS usage patterns

See vfs/ for the complete VFS documentation set.


Guides

Document Description
Import Anything CSV, Excel, PDF, URL imports
Snapshots & Time Travel Backups, restore, what-if analysis, audit trails
Natural Language Query in plain English
Neural API AI-powered features
Enterprise for Everyone No limits, no tiers
Framework Integration React, Vue, Angular, Svelte

Storage & Deployment

Document Description
Storage Architecture Filesystem and memory adapters, on-disk artifact layout, operator-layer backup
Capacity Planning Scale to millions of entities

Plugins

Document Description
Plugins Plugin system overview — providers, plugins config, brain.use()

Performance & Scaling

Document Description
Performance Optimization techniques
Scaling Scale to billions of entities
Batching Batch operations guide

Migration & Reference

Document Description
v3 to v4 Migration Upgrade guide
Release Guide How to release new versions
Production Architecture Ops reference

Internal

Document Description
Audit Report Feature audit
Honest Status Actual implementation status

License

Brainy is MIT licensed. See LICENSE for details.