vector-memory ยท diff
git:20260507.56f011d to git:20260507.8dfdcb4
6 added, 14 removed. Audit A to C.
---
name: vector-memory
description: HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.
allowed-tools: Read, Write, Edit, Bash, Grep, Glob, WebFetch, WebSearch, Agent, AskUserQuestion
- graph:
- domains: [domain:software-engineering]
-
- ---
-
- # Vector Memory
-
- ## Overview
-
- High-performance vector search using HNSW (Hierarchical Navigable Small World) graphs for pattern storage and retrieval, combined with a knowledge graph for relational reasoning.
-
- ## When to Use
-
- - Retrieving similar patterns from execution history
+ graph:
+ domains: [domain:software-engineering]
+ skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop]
+ workflows: [workflow:feature-development]
+ topics: [topic:developer-experience]
+ roles: [role:tech-lead, role:backend-engineer]
- Building and querying knowledge graphs for project context
- Managing cross-session memory across project/local/user scopes
- Fast similarity search for routing decisions
## HNSW Performance
- Search latency: ~61 microseconds
- Query throughput: ~16,400 QPS
- Configurable embedding dimensions (default: 128)
## Knowledge Graph
- **PageRank**: Importance scoring for knowledge nodes
- **Community Detection**: Cluster related patterns
- **LRU Cache**: Fast access to frequently used patterns
- **SQLite Backing**: Persistent cross-session storage
## 3-Tier Memory
| Scope | Persistence | Content |
|-------|------------|---------|
| Project | Codebase-level | Patterns, architecture decisions, dependencies |
| Local | Session-level | Context, adaptations, temporary patterns |
| User | Cross-project | Preferences, learned behaviors, global patterns |
## Agents Used
- `agents/optimizer/` - Memory and cache optimization
## Tool Use
Invoke via babysitter process: `methodologies/ruflo/ruflo-intelligence`