shared-memory-stack（共享内存栈）

shared-memory-stack

Shared memory architecture for a multi-agent system: Claude Code + OpenClaw/Kimi + LM Studio. No idea gets lost. All agents read and write the same memory.

Architecture overview

┌─────────────────────────────────────────────────────┐
│                    SHARED MEMORY                     │
│                                                      │
│  Obsidian vault (structural)                         │
│  /Volumes/2TB_APFS/openclaw-data/workspace/          │
│    obsidian-memory/                                  │
│    ├── wiki/        ← MOCs, documentation            │
│    ├── daily/       ← session logs, daily notes      │
│    ├── answers/     ← resolved Q&A                   │
│    ├── source/      ← raw research, clips            │
│    └── ideas/       ← captured ideas (searchable)   │
│                                                      │
│  MemPalace (semantic / ChromaDB)                     │
│  /Volumes/2TB_APFS/openclaw-data/workspace/          │
│    memory/palace/   ← vector index (25 drawers)     │
└─────────────────────────────────────────────────────┘
         ▲                        ▲
         │ reads/writes           │ mines vault
  ┌──────┴──────┐         ┌───────┴───────┐
  │  OpenClaw   │◄───────►│  Claude Code  │
  │  (Kimi)     │ bridge  │  (this agent) │
  └──────┬──────┘         └───────────────┘
         │
  ┌──────┴──────┐
  │  LM Studio  │
  │  subagents  │
  └─────────────┘

Key paths

1. MemPalace setup

Why Python 3.12 venv

macOS ships Python 3.14 which breaks chromadb (pydantic v1 incompatibility). MemPalace runs in a dedicated Python 3.12 venv.

/opt/homebrew/bin/mempalace   ← wrapper (zsh)
  → VENV/bin/mempalace --palace PALACE "$@"

The wrapper auto-injects --palace so no flag needed in daily use.

Mining vault into palace

# Mine entire vault (run after adding new files)
mempalace mine /Volumes/2TB_APFS/openclaw-data/workspace/obsidian-memory/ --wing obsidian_memory

# Dry run first
mempalace mine ... --dry-run

# Status
mempalace status

Searching

# Semantic search
mempalace search "oauth token expiry mobile"

# Search by topic/tag (frontmatter grep)
grep -r "topic: bezpieczenstwo" obsidian-memory/ideas/ -l
grep -r "tags:.*oauth" obsidian-memory/ideas/ -l

# Search by date range
ls obsidian-memory/ideas/2026-04-*.md

Rooms

2. Capture pipeline

Every valuable idea, observation, or problem from any agent session → saved to vault → indexed in MemPalace.

From CLI (any agent)

capture-idea \
  --title "OAuth token expiry zbyt krótki na mobile" \
  --topic bezpieczenstwo \
  --tags "oauth,token,mobile,auth" \
  --body "Tokeny wygasają po 1h, użytkownicy mobilni są wylogowywani." \
  --source openclaw   # or: claude-code | lmstudio | manual

Simple mode:

capture-idea "Krótki opis idei"

From Claude Code

/capture problem z oauth tokenami wygasającymi za szybko na mobile

Idea file format

---
date: 2026-04-12
source: openclaw
topic: bezpieczenstwo
tags: [oauth, token, mobile]
related: []
status: seedling
---

# Tytuł

Treść...

Topic values: architektura | bezpieczenstwo | ux | performance | integracja | ai | devops | dane | inne

Status values: seedling → growing → mature

Files land in: obsidian-memory/ideas/YYYY-MM-DD-slug.md Auto-mined into MemPalace after each capture.

3. Inter-agent communication

Claude Code and OpenClaw communicate via the local OpenClaw gateway (port 18789).

Claude Code → OpenClaw

openclaw agent --message "Twoja wiadomość" --agent main --json

Parse response:

openclaw agent --message "..." --agent main --json | python3 -c "
import json, sys
d = json.load(sys.stdin)
for p in d['result']['payloads']:
    if p.get('text'): print(p['text'])
"

Claude Code skill: openclaw-bridge

Load with /skill openclaw-bridge or invoke directly:

/ask-openclaw Czy ta migracja SQL jest bezpieczna?

OpenClaw → Claude Code

OpenClaw writes to shared vault/files. Claude Code reads on next session via memory files at: ~/.claude/projects/-Volumes-2TB-APFS/memory/

4. Publishing skills

Both agents publish to GitHub under nerua1. SSH key and gh are configured.

# Claude Code skills
cd ~/.claude/skills/vault/SKILL_NAME
git init && git add . && git commit -m "feat: SKILL_NAME v1.0.0"
gh repo create SKILL_NAME --public --source . --remote origin --push

# OpenClaw skills
/publish-skill SKILL_NAME

Configured:

• SSH key: ~/.ssh/github_nerua1 (added to github.com/nerua1)
• gh authenticated as nerua1
• git config: user.name=nerua1, user.email=neru_a1@icloud.com

5. Quick reference

# Health check
mempalace status
openclaw health

# Mine vault after changes
mempalace mine /Volumes/2TB_APFS/openclaw-data/workspace/obsidian-memory/ --wing obsidian_memory

# Capture idea
capture-idea --title "..." --topic ai --tags "..." --body "..."

# Search memory
mempalace search "keyword"

# Ask OpenClaw
openclaw agent --message "..." --agent main --json

# Publish a skill
gh repo create SKILL_NAME --public --source . --remote origin --push

6. Known constraints