WorkAkashic Records
v2 LIVEINFRASTRUCTURE

Akashic Records

Semantic memory OS for the entire Knox agent ecosystem.

Akashic Records interface
414
Tests
92%
Coverage
4
Memory Types
10
MCP Tools
// What It Does

Akashic Records is the unified memory layer for the Knox agent stack. Semantic search across all operational knowledge — trading KB, project docs, lessons, Claude Code memories, daily logs — served through 10 MCP tools and a REST API. 414 tests, 92% coverage. Every agent session starts with mind_context — assembled, ranked, role-filtered memory in a single call.

Stack: FastAPI + ChromaDB (cosine similarity) + sentence-transformers (all-MiniLM-L6-v2, 384-dim) + SQLite (sessions, events). Four memory types: episodic (things that happened), semantic (facts and knowledge), procedural (rules and processes), working (TTL-expiry short-term context). Deterministic memory IDs using content+category+author+namespace hash — no duplicates, ever.

Six shipped phases: Write path → Governance/validator → Lifecycle/consolidator → Context assembly → Thoth bidirectional sync → Multi-agent namespaces. Production hardening includes SQLite WAL mode, path traversal guards on Thoth write-back, reindex concurrency locks, event type validation, and Docker path remapping. The consolidator runs nightly: merges fragmented episodic memories, promotes high-access working → semantic, expires TTL'd working memories, archives 90-day zero-access entries.

10 MCP tools: mind_query, mind_remember, mind_recall, mind_forget, mind_context, mind_status, mind_reindex, mind_gaps, mind_namespaces, mind_events. Gap detector currently shows 33 repos indexed, 48.5% coverage — Thoth is filling that gap every day.

// Live Interface
AKASHIC RECORDS
414 tests · 92% coverage
$mind_query"indecision bias"top_k=3 · 42ms
proceduralmem_a4b2
0.94
InDecision bias interpretation rules
STRONG ≥75 → act. MODERATE 60-74 → confirm with momentum. WEAK <60 → skip.
episodicmem_c8d1
0.89
Foresight warm reload incident (Feb 2026)
StateCheckpointer added after cold restart lost 2h of signal state. Sub-30s restart now preserves 100% quality.
semanticmem_f3e7
0.86
PolyEdge snipe window parameters
5m=20s, 15m=45s, 1h=120s, daily=300s. Returns None if ttc > window — signal logged but no trade.
// Architecture
AKASHIC RECORDS — MEMORY OS ARCHITECTURE
FastAPI · ChromaDB · SQLite · sentence-transformers · 414 tests
WRITE PATH
agent memories → validation → storage
Agent Write
mind_remember 4 memory types
Validator
governance rules conflict detection
ChromaDB
384-dim embeddings cosine similarity
SQLite
sessions · events freshness tracking
QUERY PATH
semantic search · ranked retrieval · freshness weighted
mind_query
natural language input embedding encode
Semantic Search
cosine similarity top-k retrieval
Ranker
freshness · confidence namespace filter
Results
memory ID · content category · score
LIFECYCLE MANAGEMENT
consolidator · TTL expiry · gap detection · Thoth sync
Consolidator
merge fragmented promote working→semantic
TTL Expiry
working memory 24h default
Gap Detector
33 repos scanned 48.5% coverage
Thoth Sync
PR → KB article bidirectional write-back
episodic · semantic · procedural · working
all-MiniLM-L6-v2 (384-dim)
10 MCP tools exposed to Claude Code
multi-agent namespace isolation
// Ecosystem Connection