II.
LibrarySkill overview
Reference · livelib-skill:shared--vector-memory
vector-memory overview
HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.
Attributes
displayName
vector-memory
description
HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.
libraryPath
library/methodologies/ruflo/skills/vector-memory/SKILL.md
contentSummary
- 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 dimen
Outgoing edges
lib_applies_to_domain1
- domain:software-engineering·DomainSoftware Engineering
lib_covers_topic1
- topic:developer-experience·TopicDeveloper Experience (DX)
lib_implements_workflow1
- workflow:feature-development·Workflow
lib_involves_role2
- role:tech-lead·RoleTech Lead
- role:backend-engineer·RoleBackend Engineer
lib_requires_skill_area2
- skill-area:agentic-loops·SkillAreaAgentic Loops
- skill-area:orchestration-loop·SkillAreaOrchestration Loop Engineering
Incoming edges
None.