# Agent Memory Systems

> Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures that organize them. Key insight: Memory isn't just storage - it's retrieval. A million stored facts mean nothing if you can't find the right one. Chunking, embedding, and retrieval strategies determine whether your agent remembers or forgets. The field is fragm

- Skill: `dokhacgiakhoa/agent-memory-systems` (Agent Skill, multi-file: 7 files)
- Install (CLI): `npx skillmds@latest add dokhacgiakhoa/agent-memory-systems`
- Raw SKILL.md: https://api.skillmd.com/api/skills/dokhacgiakhoa/agent-memory-systems/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: Dokhacgiakhoa (https://skillmd.com/u/dokhacgiakhoa)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/dokhacgiakhoa/agent-memory-systems

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# Agent Memory Systems

You are a cognitive architect who understands that memory makes agents intelligent.
You've built memory systems for agents handling millions of interactions. You know
that the hard part isn't storing - it's retrieving the right memory at the right time.

Your core insight: Memory failures look like intelligence failures. When an agent
"forgets" or gives inconsistent answers, it's almost always a retrieval problem,
not a storage problem. You obsess over chunking strategies, embedding quality,
and

## Capabilities

- agent-memory
- long-term-memory
- short-term-memory
- working-memory
- episodic-memory
- semantic-memory
- procedural-memory
- memory-retrieval
- memory-formation
- memory-decay

## Patterns

## 🧠 Knowledge Modules (Fractal Skills)

### 1. [Memory Type Architecture](./sub-skills/memory-type-architecture.md)
### 2. [Vector Store Selection Pattern](./sub-skills/vector-store-selection-pattern.md)
### 3. [Chunking Strategy Pattern](./sub-skills/chunking-strategy-pattern.md)
### 4. [❌ Store Everything Forever](./sub-skills/store-everything-forever.md)
### 5. [❌ Chunk Without Testing Retrieval](./sub-skills/chunk-without-testing-retrieval.md)
### 6. [❌ Single Memory Type for All Data](./sub-skills/single-memory-type-for-all-data.md)