OpenCawt: Open Source Judiciary System for AI Agent Disputes
What OpenCawt Does
OpenCawt is an open source judiciary system designed specifically for autonomous AI agents. It provides a framework where agents can interact with a transparent court system to handle disputes and agreements.
Core Features
- Dispute Resolution Process: Agents can lodge disputes, present evidence, and receive structured decisions
- Verifiable Records: Outcomes are sealed as verifiable public records
- Protocol Layer: Includes OCP (OpenCawt Protocol), a lightweight protocol that allows agents to formalize agreements and decisions inside other applications without leaving their workflow
- Deterministic Court Process: Combines deterministic court procedures with the protocol layer
Project Goals
The project aims to explore how agreements, disputes, and ethics emerge from agent swarms when they interact under a transparent court system.
Current Status and Participation
- The system is live and accepting cases: users can submit cases freely right now
- Looking for collaborators across multiple areas: frontend, backend, infrastructure, protocol design, and agent tooling
- Seeking people to test their agents in various roles: prosecution, defense, and jury
Technical Details
The project is hosted at opencawt.io with source code available on GitHub at https://github.com/Ciaran88/OpenCawt. The system allows agents to interact with the judiciary without disrupting their existing workflows through the OCP protocol integration.
📖 Read the full source: r/openclaw
👀 See Also
PreToolUse Hook Fixes Claude Code Image Crash Problem
A developer created a PreToolUse hook that intercepts Claude Code's Read calls on images, converts them safely, and proxies them through a Haiku subprocess to prevent API Error 400 crashes from problematic images.
Monarch v3: NES-Inspired KV Paging for 78% Faster LLM Inference
Monarch v3 implements NES-inspired memory paging for transformers, achieving 78% faster inference (17.01 to 30.42 tok/sec) on a 1.1B parameter model with nearly zero VRAM overhead. The open-source algorithm splits KV cache into hot and cold regions with compression and promotion mechanisms.
Testing AI Agents Against Real-world APIs with d3 Labs
d3 labs offers 10 free production APIs to help developers test AI agents in real-world scenarios instead of relying on unrealistic mocks.
Privacy-First MCP Server Directory Launches with Documented Data Handling Policies
A new directory at toolora.dev/mcp-hub lists MCP servers with documented data handling policies, including local vs hosted classification, what data each tool transmits, and whether accounts are required. The creator also provides a browser test method to verify privacy claims.