Apurba Singh@apurbalabs

AutoPatch Forge is a production-grade, containerized multi-agent framework designed to eliminate manual debugging overhead by autonomously resolving runtime pipeline failures. Operating at the intersection of DevOps and multi-agent orchestration, the platform acts as an intelligent, self-contained webhook interceptor. When a pipeline crash signal is caught, the execution flow is decoupled across a high-efficiency architecture: 1. Stream Trace Parsing: A localized high-precision regex extraction layer isolates broken target paths and exact line numbers within milliseconds. 2. Multi-Agent Risk Matrix Validation: Dual agent evaluation tracks (Log Analyzer and Safety Validator with AMD Cloud Gemma support) compute reliability metrics and enforce safety boundaries to prevent risky overrides. 3. AST-Verified Local Patching: The engine dynamically modifies code bases and runs Abstract Syntax Tree validity compiles to ensure complete code structural integrity. 4. Autonomous Cloud Dispatching: Utilizing seamless, collision-proof timestamped branching and native SSH key validation protocols, the framework commits corrections and dispatches pull requests upstream automatically. Built completely decoupled using FastAPI, Pydantic-Settings, and Astral UV, AutoPatch Forge delivers stable, ultra-fast sub-second error-resolution lifecycles.

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