# Dual-Brain Skill
**What it does:** Provides cognitive diversity by automatically generating perspectives from a secondary LLM (different from your primary model) for every user message.
## For Agents
Before responding to any user message, check for a dual-brain perspective:
```bash
cat ~/.dual-brain/perspectives/{your-agent-id}-latest.md
```
If the file exists and contains a recent perspective (check timestamp in comment), consider it alongside your own reasoning. The perspective may highlight:
- Angles you might miss
- Alternative approaches
- Important things to verify
**Integration:**
- Perspectives are generated automatically by a background daemon
- No manual action required on your part
- Simply read the file before forming your response
- Synthesize both viewpoints (yours + the secondary LLM's)
**Example workflow:**
1. User sends message
2. Daemon intercepts, sends to secondary LLM (e.g., Kimi, GPT-4, Llama)
3. Secondary LLM generates 2-3 sentence perspective
4. Written to `~/.dual-brain/perspectives/{agent-id}-latest.md`
5. You (primary agent) read it before responding
6. You synthesize both perspectives into your answer
## For Humans
**Setup:**
```bash
npm install -g openclaw-dual-brain
dual-brain setup # Interactive configuration
dual-brain start # Start daemon
```
**Providers:**
- `ollama` - Local models (zero cost, requires Ollama)
- `moonshot` - Kimi/Moonshot API (Chinese LLM, fast)
- `openai` - GPT-4o, GPT-4-turbo, etc.
- `groq` - Fast inference with Llama models
**Commands:**
- `dual-brain setup` - Configure provider, model, API key
- `dual-brain start` - Run daemon (foreground)
- `dual-brain stop` - Stop daemon
- `dual-brain status` - Check running status
- `dual-brain logs` - View recent activity
- `dual-brain install-daemon` - Install as system service
**Config location:** `~/.dual-brain/config.json`
**Perspectives location:** `~/.dual-brain/perspectives/`
## Architecture
```
User Message → OpenClaw Session (JSONL)
↓
Dual-Brain Daemon (polling)
↓
Secondary LLM Provider
(ollama/moonshot/openai/groq)
↓
Perspective Generated (2-3 sentences)
↓
~/.dual-brain/perspectives/{agent}-latest.md
↓
Primary Agent reads & synthesizes
↓
Response to User
```
## Benefits
- **Cognitive diversity** - Two AI models = broader perspective
- **Bias mitigation** - Different training data/approaches
- **Quality assurance** - Second opinion catches issues
- **Zero agent overhead** - Runs in background, <1s latency
- **Provider flexibility** - Choose cost vs. quality tradeoff
## Optional: Engram Integration
If Engram (semantic memory) is running on localhost:3400, perspectives are also stored as memories for long-term recall.
---
**Source:** <https://github.com/yourusername/openclaw-dual-brain>AI advertising agents that automates ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. Creates campaigns, reads live performance data, researches keywords with real CPC data, optimizes budgets, and manages ads through natural language via the Adspirer MCP server. 103 tools across 4 ad platforms.
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