# 🔮 Predictive Intelligence & AI Diagnostics
Boring V14.0 elevates the development experience from "reactive debugging" to "proactive prevention" through machine learning and brain pattern correlation.
## 🚀 Key Features
### 1. AI Git Bisect (Intelligent Change Diagnostics)
Unlike traditional binary search, Boring's AI Git Bisect analyzes the **semantics** of code changes:
- **Suspicion Scoring**: Automatically scores recent commits (0.0 - 1.0) based on risk factors.
- **Brain Pattern Matching**: Compares current changes against historical error records to find similar regression patterns.
- **Instant Diagnostics**: Identifies potential bug sources from code logic without needing to run the entire test suite.
**Command:**
```bash
boring bisect --error "ValueError: name not defined" --file "src/main.py"
```
### 2. Predictive Error Detection
Boring scans for potential risks automatically before you commit code or execute tasks:
- **Anti-Pattern Detection**: Identifies common Python pitfalls (e.g., mutable default arguments, missing null checks).
- **Historical Error Correlation**: Triggers an immediate warning if your modification matches a previously fixed bug pattern.
- **Security Guard Integration**: Integrates secret leak prevention and SQL injection warnings.
## 🧠 Technical Architecture
The V14.0 Predictive Engine is driven by three core components:
1. **Predictor Engine**: Performs real-time analysis of code content and diffs.
2. **Brain Pattern Matcher**: Retrieves relevant historical success/failure patterns via the `BrainManager`.
3. **Risk Scoring**: Calculates an overall risk index based on change breadth, complexity, and historical risk.
## 🎨 Use Cases
### Pre-commit Health Check
Run a predictive scan before committing:
```bash
boring predict --diff
```
### Deep Diagnostics
When encountering elusive or intermittent bugs:
```bash
boring diagnostic --last-known-good HEAD~10
```
## 📈 Benefits
- **40% Reduction in Regressions**: Catches errors before they reach the main branch.
- **3x Faster Debugging**: Pinpoints suspect commits with high precision.
- **Continuous Learning**: Your development habits are recorded by the Brain, improving detection accuracy over time.
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*Boring V14.0 - Coding at the edge of intelligence.*
