Research-from-Paper Orchestrator

What problem does it solve?

The Research-from-Paper Orchestrator enables autonomous, end-to-end treatment of a scholarly paper: it coordinates a ten-phase pipeline that reproduces original results, evaluates candidate methods, and produces publication-ready output with rigorous methodology and traceability.

Core Features & Use Cases

• Orchestrates a multi-phase research workflow from paper intake to final manuscript, including protocol lock, verification, evaluation, and integrity gates.
• Coordinates a team of specialized agents to perform literature review, methodology planning, artifact discovery, experiment design, training, evaluation, and paper writing, while maintaining strict provenance and reproducibility.
• Supports end-to-end research automation for ML/AI papers, with auditable git commits for protocol pre-commitment and a structured state-tracking model.

Quick Start

Place the target paper PDF in the project root and instruct the orchestrator to start Phase 0.

Quick Start: Place the target paper PDF in the project root and instruct the orchestrator to start Phase 0.