How hukernel/agent-memory-engineering works
This repository is an installable, instruction-only Agent Skill for designing and evaluating agent request-understanding, routing, memory, and context systems. The principal workflow begins when a user asks an agent for help; the agent uses the skill instructions to select a workflow and consults the relevant pattern or evaluation reference. Build, audit, debug, request-routing, and testing capabilities are documented in the README. No executable runtime or external service integration is described; links reflect documented guidance, not inspected source calls.
Main entry points: SKILL.md Skill instructions · architecture.md Memory patterns · testing.md Evaluation matrix · request-understanding.md Request patterns
Components 9
Skill workflows
- Skill instructions
skills/agent-memory-engineering/SKILL.md - Build workflow
skills/agent-memory-engineering/SKILL.md - Audit workflow
skills/agent-memory-engineering/SKILL.md - Debug workflow
skills/agent-memory-engineering/SKILL.md
Request routing
- Request patterns
skills/agent-memory-engineering/references/request-understanding.md
Memory and evaluation
- Memory patterns
skills/agent-memory-engineering/references/architecture.md - Evaluation matrix
skills/agent-memory-engineering/references/testing.md
Other components
- User
- Compatible agent
Connections 14
- User → Compatible agent: asks for help
- Compatible agent → Skill instructions: activates
- Skill instructions → Build workflow: guides
- Skill instructions → Audit workflow: guides
- Skill instructions → Debug workflow: guides
- Skill instructions → Request patterns: consults
- Skill instructions → Memory patterns: consults
- Skill instructions → Evaluation matrix: consults
- Build workflow → Memory patterns: uses patterns
- Build workflow → Request patterns: uses patterns
- Build workflow → Evaluation matrix: evaluates
- Audit workflow → Memory patterns: reviews against
- Debug workflow → Memory patterns: traces against
- Debug workflow → Evaluation matrix: verifies with