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AgentLab

AgentLab is a Zig multi-agent engine running 6-phase hypothesis pipelines.

Code Demo Cerebral Valley

Core trick

Each agent writes and executes its own Python compute script, with a six-phase pipeline turning intuition into a testable hypothesis.

Tags

scienceagents

Description

AgentLab is a Zig multi-agent engine running 6-phase hypothesis pipelines. Each agent writes/executes Python compute scripts autonomously. Two demos: (1) Agents proposed a novel baryogenesis mechanism — bulk viscosity from gravitational particle creation sources a pseudoscalar field that generates baryon chemical potential via sphalerons at the electroweak crossover. Numerically verified η=6.1×10⁻¹⁰ with natural parameters (β=6, M=10MeV). (2) On Black-Scholes, agents discovered a universal principle (any constant-parameter model misprices convex payoffs by f″σ²/2) proven across finance/physics/epidemiology/info theory, plus a new power law σ_J*∝λ^(-0.654) for jump materiality thresholds — tested on live SPY data.
justrach/agentlab★ 01 forksZigAGPL-3.0Created Mar 7, 2026 · last push Mar 7, 2026

README excerpt

<p align="center">
  <img src="https://raw.githubusercontent.com/rachpradhan/agent-lab/main/agent-lab.png" alt="AgentLab" width="480" />
</p>

<h3 align="center">Multi-agent scientific reasoning, from intuition to testable hypothesis.</h3>

<p align="center">
  <a href="https://github.com/justrach/agentlab/releases/latest"><img src="https://img.shields.io/github/v/release/justrach/agentlab?style=flat-square&label=version" alt="Latest Release" /></a>
  <a href="https://github.com/justrach/agentlab/blob/main/LICENSE"><img src="https://img.shields.io/github/license/justrach/agentlab?style=flat-square" alt="License" /></a>
  <img src="https://img.shields.io/badge/built_with-Zig-f7a41d?style=flat-square" alt="Built with Zig" />
  <img src="https://img.shields.io/badge/MCP-compatible-6c63ff?style=flat-square" alt="MCP Compatible" />
</p>

<p align="center">
  One MCP server. <strong>38 tools.</strong> Drop it into Claude Code, Codex, or Amp — get parallel agents,<br/>
  hypothesis trajectories, and sandboxed compute without leaving your editor.
</p>

<p align="center">
  <a href="#-quick-start">Quick Start</a> ·
  <a href="#-hypothesis-engine">Hypothesis Engine</a> ·
  <a href="#-real-output-dissipative-baryogenesis">Real Output</a> ·
  <a href="#-all-38-tools">All Tools</a> ·
  <a href="#-architecture">Architecture</a>
</p>

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> **Fork notice:** Forked from [DevSwarm](https://github.com/justrach/devswarm) at [`ca6f0d6`](https://github.com/justrach/devswarm/commit/ca6f0d6384e0f0

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