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Concilium

Stop comparing AI outputs. Let them review each other.

Developer Tool
Code Generation
Code Review
Programming Helper
Coding Assistant
Concilium centralizes and enhances coding assistance by simultaneously engaging multiple programming models. Key features include: • Parallel execution of Claude, OpenAI Codex, and OpenCode • Anonymous peer-review by juror models • Synthesis of responses into a single, validated answer • Local-first operation with MIT license • Available as a CLI and desktop application This platform addresses the challenge of inconsistent outputs from disparate code generation tools. Instead of manually comparing answers from various sources, Concilium automates the process. It runs your coding prompt across three distinct agents, allowing you to observe their outputs simultaneously in a unified interface. Following this, specialized juror models anonymously evaluate the responses based on correctness, edge-case handling, and code quality, eliminating human bias and saving considerable review time. The final stage involves a 'Chairman' model synthesizing the best elements from each reviewed response. This ensures the output is a robust, well-rounded solution, often superior to what any single model could produce independently. Concilium combines the strongest architectural decisions, error handling, and implementation details into one coherent answer, streamlining the development workflow. Concilium is ideal for software developers, engineers, and programming teams who require high-quality, validated code snippets and solutions without the overhead of cross-platform comparison. It is particularly beneficial for projects that demand accuracy and comprehensive problem-solving.
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