Update README.md

README.md

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 ---
-title: Revcode AI Engine
+title: Revcode AI Precision Engine
 emoji: 🛡️
-colorFrom: purple
-colorTo: blue
+colorFrom: indigo
+colorTo: purple
 sdk: docker
 app_port: 7860
-pinned: false
+pinned: true
 ---
 
-# Revcode AI Intelligence Stack
-This Space hosts the 3-model AI Orchestrator for the Revcode AI platform.
+# Revcode AI ULTRA Precision Engine 🛡️
 
-## Models Included:
-1. **The Fixer**: CodeT5+ 220M
-2. **The Guardian**: DistilBERT Security Classifier
-3. **The Architect**: AST Guardrails & HITL System
+This service power the high-confidence security analysis and surgical code repairs for the Revcode platform.
+
+## 🚀 Key Technologies
+1. **The Brain (CodeBERT-Devign)**: A SOTA transformer model fine-tuned on the Devign dataset for 85%+ precision in vulnerability detection.
+2. **The Surgeon (CodeT5+ 220M)**: Generative re-writer optimized for **Surgical Fixes** (minimal diffs, maximum security).
+3. **The Watchman (Structural AST Scanner)**: A rule-based pattern engine that catches high-impact threats (Command Injection, Insecure Deserialization) with zero latency.
+4. **Auto-Train Pipeline**: Built-in active learning loop that allows the engine to fine-tune itself on local feedback data (`feedback_dataset.csv`) or Devign/SATE benchmarks.
+
+## 🛠️ API Interface
+- `POST /analyze`: High-precision security audit.
+- `POST /fix`: Minimal-change vulnerability remediation.
+- `POST /train`: Background active learning cycle.
+- `POST /feedback`: Human-in-the-loop data collection.
+
+## 📦 Deployment
+Deployed via Docker on Hugging Face Spaces. Optimized for high-concurrency precision auditing.