Onyx | Rapid self-improvement for hardware algorithms<br>Open menuSign inBook a meeting
Rapid self-improvement for your hardware algorithms.<br>Use large-scale AI agent teams to rapidly discover code improvements on your hardware systems.<br>$curl -fsSL https://onyxresearch.ai/install.sh | bash
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Agent teams that research with you.<br>With one command, point Onyx at your codebase and have full control over a parallel agent team to rapidly improve any metric.
Install Onyx for your Claude, Codex, or OpenCode.<br>One-line install for the Onyx agent and CLI:<br>$curl -fsSL https://onyxresearch.ai/install.sh | bash
Run /onyx inside your codebase.
Experiments as code.<br>Onyx uses Git in your existing code to experiment, so your compounding results are seamlessly tracked and ready to be pulled in.
Run Onyx agents anywhere.
Use your same tools<br>Keep your existing repositories, simulators, and hardware testing workflows. Simply point Onyx at your problems.<br>drone_sim/<br>quad_dynamics.py<br>rotor_thrust_model.py/onyx improve rotor thrust model
hover_eval.py
Git experiment tracking<br>Onyx experiments are simply Git code commits with stored metric data, making your development seamless.<br>ExperimentNameMetricStatusa3f92cStiffer rear damping0.913Succeeded7c48beLongitudinal slip term0.897Succeedede91d07Thermal derating map0.874Succeeded52b6f9Anti-windup clamp0.869Succeededc07a31Regen torque blend0.841Succeeded91f4d2Lookahead gain sweep0.828Succeeded
Shared team knowledge graph<br>Every experiment across your whole team becomes durable, compounding knowledge. Breakthroughs transfer across your hardware systems and teammates share learnings.
Project
DB<br>Research
/onyx find new physics terms for the tire model
c7d3a1erefine loss mask<br>4b09f2aadjust lr warmup<br>9e51c08rebalance dataset
TL<br>Research
/onyx tune the powertrain control system
2f8b6c1smooth control output<br>a41d9e7clip grad norm<br>6c03b5fbump eval episodes
Improve your hardware in minutes.<br>No tutorial needed, just ask the Onyx agent to help you get started.
$curl -fsSL https://onyxresearch.ai/install.sh | bash
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