Autoresearch Specialist

Overview

Adapts the interface shape of karpathy/autoresearch into an OSS Agent Lab demonstration. Given a topic, the specialist formats three hypothesis templates, selects a canned finding set, and summarizes its numeric strengths for contract testing.

The current implementation is a contract simulator: it uses fixed hypothesis templates and canned finding sets. It does not search literature, run a model, execute an experiment, or establish facts.

Prerequisites

• Use Python 3.11+ in a local OSS Agent Lab checkout and run pip install -e ..
• Treat every finding and confidence value as synthetic test data.
• Read the runtime contract for accepted methods and limitations.

Capabilities