335 lines
10 KiB
Markdown
335 lines
10 KiB
Markdown
# ✨ Spark Intelligence - YES, It Will Dramatically Improve QwenClaw!
|
||
|
||
## 🎯 Bottom Line
|
||
|
||
**Spark Intelligence is a GAME-CHANGER for QwenClaw.** It transforms QwenClaw from a **stateless executor** into a **self-evolving learning system** that:
|
||
|
||
- ✅ Remembers your preferences and workflows
|
||
- ✅ Warns before repeating mistakes
|
||
- ✅ Promotes validated wisdom automatically
|
||
- ✅ Adapts to your specific patterns
|
||
- ✅ Improves continuously through outcome tracking
|
||
|
||
---
|
||
|
||
## 📊 What Spark Intelligence Does
|
||
|
||
### The Intelligence Loop
|
||
|
||
```
|
||
┌─────────────────────────────────────────────────────────────┐
|
||
│ You use QwenClaw → Work gets done │
|
||
└─────────────────────────────────────────────────────────────┘
|
||
▼
|
||
┌─────────────────────────────────────────────────────────────┐
|
||
│ Spark Captures Events (Hooks) │
|
||
│ - PreToolUse - PostToolUse - UserPromptSubmit │
|
||
└─────────────────────────────────────────────────────────────┘
|
||
▼
|
||
┌─────────────────────────────────────────────────────────────┐
|
||
│ Pipeline: Filter Noise → Score Quality → Store Insights │
|
||
└─────────────────────────────────────────────────────────────┘
|
||
▼
|
||
┌─────────────────────────────────────────────────────────────┐
|
||
│ Pre-Tool Advisory (BEFORE QwenClaw Acts) │
|
||
│ BLOCK (0.95+) | WARNING (0.80-0.95) | NOTE (0.48-0.80) │
|
||
└─────────────────────────────────────────────────────────────┘
|
||
▼
|
||
┌─────────────────────────────────────────────────────────────┐
|
||
│ Outcomes Feed Back → System Evolves → Gets Smarter │
|
||
└─────────────────────────────────────────────────────────────┘
|
||
```
|
||
|
||
---
|
||
|
||
## 🚀 Concrete Benefits for QwenClaw
|
||
|
||
### 1. Pre-Tool Advisory Guidance
|
||
|
||
**Before QwenClaw executes ANY tool**, Spark surfaces relevant lessons:
|
||
|
||
#### BLOCK Example (Prevents Disaster)
|
||
```
|
||
⚠️ BLOCKED: Spark advisory
|
||
|
||
Action: rm -rf ./node_modules
|
||
Reason: This command will delete critical dependencies.
|
||
Last 3 executions resulted in 2+ hour rebuild times.
|
||
Alternative: npm clean-install
|
||
|
||
Confidence: 0.97 | Validated: 12 times
|
||
```
|
||
|
||
#### WARNING Example (Prevents Mistakes)
|
||
```
|
||
⚠️ WARNING: Spark advisory
|
||
|
||
Action: Edit file without reading
|
||
File: src/config/database.ts
|
||
Pattern: This pattern failed 4 times in the last 24 hours.
|
||
|
||
Suggestion: Read the file first, then edit.
|
||
Reliability: 0.91 | Validated: 8 times
|
||
```
|
||
|
||
#### NOTE Example (Helpful Context)
|
||
```
|
||
ℹ️ NOTE: Spark advisory
|
||
|
||
User Preference: Always use --no-cache flag for Docker builds
|
||
Context: Prevents stale layer caching issues
|
||
Captured from: Session #4521, 2 days ago
|
||
```
|
||
|
||
### 2. Anti-Pattern Detection
|
||
|
||
| Pattern Detected | Correction Provided |
|
||
|-----------------|---------------------|
|
||
| Edit without Read | Suggests reading first |
|
||
| Recurring Command Failures | Suggests alternatives |
|
||
| Missing Tests | Reminds testing policy |
|
||
| Hardcoded Secrets | Blocks and warns |
|
||
|
||
### 3. Automatic Memory Capture
|
||
|
||
**Spark captures what matters** with intelligent scoring:
|
||
|
||
| Score | Action | Example |
|
||
|-------|--------|---------|
|
||
| ≥0.65 | Auto-save | "Remember: always use --no-cache for Docker" |
|
||
| 0.55-0.65 | Suggest | "I prefer TypeScript over JavaScript" |
|
||
| <0.55 | Ignore | Generic statements, noise |
|
||
|
||
**Boosts importance for:**
|
||
- Causal language: "because", "leads to" (+0.15-0.30)
|
||
- Quantitative data: "reduced from 4.2s to 1.6s" (+0.30)
|
||
- Technical specificity: real tools, libraries (+0.15-0.30)
|
||
|
||
### 4. Auto-Promotion to Project Files
|
||
|
||
High-reliability insights (5+ validations, 80%+ reliable) **automatically promote** to:
|
||
|
||
**CLAUDE.md** - Wisdom and best practices:
|
||
```markdown
|
||
## Docker Best Practices
|
||
- Always use `--no-cache` flag for production builds
|
||
- Validated: 12 times | Reliability: 0.96
|
||
```
|
||
|
||
**AGENTS.md** - Meta-learning and preferences:
|
||
```markdown
|
||
## Project Preferences
|
||
- Prefer TypeScript over JavaScript for large projects
|
||
- Test-first development required for core modules
|
||
```
|
||
|
||
**SOUL.md** - Communication style:
|
||
```markdown
|
||
## User Communication Style
|
||
- Prefers concise explanations with code examples
|
||
- Values performance metrics and quantitative data
|
||
```
|
||
|
||
### 5. EIDOS Episodic Intelligence
|
||
|
||
Extracts structured rules from experience:
|
||
|
||
| Type | Example |
|
||
|------|---------|
|
||
| **Heuristics** | "Always test before deploying" |
|
||
| **Sharp Edges** | "API rate limits hit at 100 req/min" |
|
||
| **Anti-Patterns** | "Don't edit config without backup" |
|
||
| **Playbooks** | "Database migration checklist" |
|
||
| **Policies** | "Must have tests for core modules" |
|
||
|
||
---
|
||
|
||
## 📈 Measurable Impact
|
||
|
||
### Advisory Effectiveness
|
||
|
||
| Source | Provides | Effectiveness |
|
||
|--------|----------|---------------|
|
||
| **Cognitive** | Validated session insights | ~62% (dominant) |
|
||
| **Bank** | User memory banks | ~10% |
|
||
| **EIDOS** | Pattern distillations | ~5% |
|
||
|
||
### Timeline to Value
|
||
|
||
| Time | What Happens |
|
||
|------|--------------|
|
||
| **Hour 1** | Spark starts capturing events |
|
||
| **Hour 2-4** | Patterns emerge (tool effectiveness, errors) |
|
||
| **Day 1-2** | Insights promote to CLAUDE.md, AGENTS.md |
|
||
| **Week 1+** | Pre-tool advisory goes live |
|
||
|
||
---
|
||
|
||
## 📦 Installation
|
||
|
||
### One-Command Install
|
||
|
||
**Windows (PowerShell):**
|
||
```powershell
|
||
irm https://raw.githubusercontent.com/vibeforge1111/vibeship-spark-intelligence/main/install.ps1 | iex
|
||
```
|
||
|
||
**Mac/Linux:**
|
||
```bash
|
||
curl -fsSL https://raw.githubusercontent.com/vibeforge1111/vibeship-spark-intelligence/main/install.sh | bash
|
||
```
|
||
|
||
### Verify Installation
|
||
```bash
|
||
python -m spark.cli health
|
||
python -m spark.cli up
|
||
```
|
||
|
||
---
|
||
|
||
## 🔗 Integration Steps
|
||
|
||
### 1. Install Spark Intelligence
|
||
```bash
|
||
# Run installation command above
|
||
```
|
||
|
||
### 2. Start Spark Pipeline
|
||
```bash
|
||
python -m spark.cli up
|
||
```
|
||
|
||
### 3. Start QwenClaw
|
||
```bash
|
||
qwenclaw start
|
||
```
|
||
|
||
### 4. Use Normally
|
||
```bash
|
||
qwenclaw send "Refactor the authentication module"
|
||
```
|
||
|
||
Spark captures everything automatically!
|
||
|
||
---
|
||
|
||
## 🎯 Key Features
|
||
|
||
### ✅ 100% Local
|
||
- No cloud dependency
|
||
- All data stays on your machine
|
||
- Privacy-first design
|
||
|
||
### ✅ Self-Correcting Quality
|
||
- Bad insights filtered out automatically
|
||
- Good insights promoted
|
||
- Advice that gets followed scores higher
|
||
|
||
### ✅ Obsidian Observatory
|
||
- **465+ auto-generated markdown pages**
|
||
- Live Dataview queries
|
||
- Real-time pipeline health metrics
|
||
- Auto-sync every 120 seconds
|
||
|
||
### ✅ Domain Chips
|
||
- Pluggable expertise modules
|
||
- Specialized behavior for domains
|
||
- Game dev, fintech, healthcare, etc.
|
||
|
||
---
|
||
|
||
## 📚 Files Created
|
||
|
||
| File | Purpose |
|
||
|------|---------|
|
||
| `skills/spark-intelligence/SKILL.md` | Complete skill documentation |
|
||
| `SPARK_INTEGRATION_GUIDE.md` | Step-by-step integration guide |
|
||
| `skills/skills-index.json` | Updated to v1.9.0 with Spark |
|
||
| `bin/qwenclaw.js` | Updated skills display |
|
||
|
||
---
|
||
|
||
## 🎯 Usage Examples
|
||
|
||
### Example 1: Preventing Recurring Errors
|
||
|
||
```
|
||
QwenClaw: About to run: npm install
|
||
Spark: ⚠️ WARNING
|
||
Last 3 times you ran `npm install` without --legacy-peer-deps,
|
||
it failed with ERESOLVE errors.
|
||
Suggestion: Use `npm install --legacy-peer-deps`
|
||
Reliability: 0.94 | Validated: 8 times
|
||
```
|
||
|
||
### Example 2: Auto-Promoting Best Practices
|
||
|
||
```
|
||
User: "Remember: always run tests before committing"
|
||
Spark: Captured (score: 0.78)
|
||
→ After 5 successful validations:
|
||
Promoted to CLAUDE.md:
|
||
"## Testing Policy
|
||
Always run tests before committing changes.
|
||
Validated: 12 times | Reliability: 0.96"
|
||
```
|
||
|
||
### Example 3: Preventing Data Loss
|
||
|
||
```
|
||
QwenClaw: About to run: DROP TABLE users;
|
||
Spark: ⚠️ BLOCKED
|
||
This command will delete the production database.
|
||
Last 3 executions resulted in data loss.
|
||
Confidence: 0.97 | Validated: 12 times
|
||
```
|
||
|
||
---
|
||
|
||
## 🚨 What Makes Spark Different
|
||
|
||
| What Spark Is | What It's Not |
|
||
|---------------|---------------|
|
||
| Pre-tool advisory | Not a chatbot |
|
||
| Evolves from actual work | Not a static rule set |
|
||
| 100% local (no cloud) | Not cloud-dependent |
|
||
| Self-tuning based on outcomes | Not manual configuration |
|
||
| Captures implicit preferences | Not just explicit rules |
|
||
|
||
---
|
||
|
||
## 📊 QwenClaw Skills Count
|
||
|
||
**Before Spark:** 150 skills
|
||
**After Spark:** 151 skills
|
||
|
||
---
|
||
|
||
## ✨ Summary
|
||
|
||
### Why Spark Intelligence Improves QwenClaw
|
||
|
||
1. **Prevents Mistakes** - Warns before executing problematic commands
|
||
2. **Remembers Preferences** - Captures and applies your workflows
|
||
3. **Auto-Documents** - Promotes insights to CLAUDE.md, AGENTS.md, SOUL.md
|
||
4. **Self-Improving** - Gets smarter every session
|
||
5. **Fully Observable** - 465+ page Obsidian vault
|
||
6. **100% Local** - No cloud, complete privacy
|
||
|
||
### Installation Priority: **HIGH** ⭐
|
||
|
||
**This is one of the most impactful additions you can make to QwenClaw!**
|
||
|
||
---
|
||
|
||
## 📚 Resources
|
||
|
||
- **Skill Location:** `skills/spark-intelligence/SKILL.md`
|
||
- **Integration Guide:** `SPARK_INTEGRATION_GUIDE.md`
|
||
- **Official Docs:** https://spark.vibeship.co
|
||
- **GitHub:** https://github.com/vibeforge1111/vibeship-spark-intelligence
|
||
|
||
---
|
||
|
||
**Install Spark Intelligence today and transform QwenClaw into a self-evolving AI assistant!** 🧠✨
|