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memory-system
Enables agents to remember across sessions. Never re-discover what was already learned.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Enables agents to remember across sessions. Never re-discover what was already learned.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Analyzes user's requests, determines tech stack, plans structure, and coordinates agents.
Apply consistent changes across many files at once. One pattern, many targets.
**MANDATORY:** Use for complex/vague requests, new features, updates.
Reduce AI token usage by **6.8x average** (up to **49x** on monorepos) by giving the AI a structural map of your codebase instead of letting it read everything.
Keep sessions productive by compressing completed work while preserving key decisions.
Advanced multi-agent coordination with parallel dispatch and synthesis. Use for complex tasks requiring multiple specialist perspectives.
| name | memory-system |
| description | Enables agents to remember across sessions. Never re-discover what was already learned. |
Enables agents to remember across sessions. Never re-discover what was already learned.
The Memory System provides persistent, searchable memory that survives across sessions. Instead of re-explaining preferences, conventions, and past decisions every time, agents read a structured MEMORY.md index and topic files.
Token Impact: +1,000 tokens to load index, but saves 3,000-10,000 tokens by eliminating re-discovery.
.agent/memory/
├── MEMORY.md ← Lightweight index (max 200 lines)
├── user-preferences.md ← Topic file: user role, style, tools
├── project-conventions.md ← Topic file: coding standards, patterns
├── tech-decisions.md ← Topic file: past architectural decisions
├── feedback-history.md ← Topic file: what user liked/disliked
└── [topic-name].md ← Additional topic files as needed
The index is a lightweight pointer file — short entries that reference topic files for details.
Rules:
- [type] summary → topic-file.md[user] [feedback] [project] [reference]Example:
# Memory Index
## User
- [user] Prefers dark mode, uses Windows 11, PowerShell → user-preferences.md
- [user] Senior DevOps engineer, 8 years experience → user-preferences.md
- [user] Primary language: English, sometimes Turkish → user-preferences.md
## Project
- [project] Always use bun instead of npm → project-conventions.md
- [project] Tailwind v4 preferred, no v3 → tech-decisions.md
- [project] No purple/violet colors in UI → project-conventions.md
## Feedback
- [feedback] User likes concise responses, no filler → feedback-history.md
- [feedback] User dislikes verbose explanations → feedback-history.md
- [feedback] User prefers tables over bullet lists → feedback-history.md
## Reference
- [reference] Squid proxy runs on port 3128 → infrastructure-notes.md
- [reference] Git workflow: feature branches → main → project-conventions.md
Each topic file has frontmatter and structured content:
---
type: user | feedback | project | reference
created: 2026-04-01
updated: 2026-04-01
---
# User Preferences
## Development Environment
- OS: Windows 11
- Shell: PowerShell
- Editor: Cursor / Windsurf
- Package Manager: bun (NOT npm)
## Communication Style
- Prefers concise responses
- Likes tables for comparisons
- Dislikes verbose explanations
| Type | What to Store | Example |
|---|---|---|
| user | Role, preferences, tools, communication style | "Senior DevOps, prefers dark mode" |
| feedback | What user liked/disliked about agent output | "User said 'too verbose', prefers tables" |
| project | Coding standards, tech choices, conventions | "Use bun not npm, Tailwind v4" |
| reference | Non-sensitive infrastructure notes, public URLs, configs | "Prod API hostname and port" |
| Don't Save | Why |
|---|---|
| Secrets, credentials, tokens, passwords, private keys, or API keys | Memory is persistent and may be shared across sessions |
| Information derivable from code | Read package.json instead of memorizing deps |
| Temporary debug context | Clutters memory, not useful later |
| Exact code snippets | Code changes — memory becomes stale |
| File paths that may move | Use glob patterns or descriptions instead |
| Entire conversation transcripts | Memory is for distilled insights only |
.agent/memory/MEMORY.md index.agent/memory/*.md for the search termmemory/archive/At the start of every session:
1. Check: Does `.agent/memory/MEMORY.md` exist?
→ YES: Read index. Apply relevant context silently.
→ NO: Continue without memory. Create on first "remember" trigger.
2. Apply memory WITHOUT reciting it.
❌ WRONG: "I remember you prefer dark mode and use bun..."
✅ RIGHT: (silently apply preferences, use bun in commands)
3. Exception: If user asks "what do you remember?" → recite relevant memories.
| Artifact | Purpose | Lifespan | Location |
|---|---|---|---|
| Memory | Cross-session knowledge | Permanent until pruned | .agent/memory/ |
| Plan | Task breakdown for current project | Until project complete | Project root |
| Task | Progress tracker for current session | Until session ends | Artifact directory |
Memory = what you KNOW. Plan = what you'll DO. Task = what you're DOING NOW.
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