Arbiter: RIFT 2026 Case Study | Aryan Dani
An autonomous CI/CD healing agent built for RIFT 2026 with a multi-agent Gemini pipeline.
Problem
Broken CI pipelines waste review time when agents cannot safely inspect repositories and propose fixes inside sandboxes.
Approach
A multi-agent state machine with Discovery, Testing, Anchor-based Debugging, and Git operations, powered by Gemini 2.5 Flash inside Docker sandboxes.
Architecture
FastAPI backend with LangGraph orchestration, Docker sandboxes for untrusted repair work, and a web UI for reviewing proposed fixes.