README.md

metadata

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.