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Contract Compass

A self-improving agent team for drafting product specs and turning approved sections into tasks.

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Project description

Contract Compass coordinates focused agents, scores the quality of each completed run, and uses reviewer feedback to improve the next attempt. The team built the full workflow during the hackathon, using Guild.ai for the core agent loop and Actian for evaluation, communication, or runtime support. The demo includes a visible activity trace so judges can inspect what each agent did and where human approval was required.

Project links

Technical architecture

A streaming Next.js interface exposes planner, critic, and task-writer agents. Structured outputs keep requirements, open questions, and tasks synchronized.

Setup instructions

Clone the public repository, install dependencies, copy .env.example to .env.local, add the documented API keys, and run the development command in the README.

Lessons learned

The team found that clear handoffs and fast evaluation loops mattered more than adding more agents. Guild.ai handled orchestration while Actian made the result easier to inspect and improve.

Additional screenshots or links

https://ai-sdk.dev/
https://github.com/vercel/ai

Tools used

Guild.ai

Actian

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