README.md

---
title: Revcode AI Precision Engine
emoji: 🛡️
colorFrom: indigo
colorTo: purple
sdk: docker
app_port: 7860
pinned: true
---

# Revcode AI ULTRA Precision Engine 🛡️

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.