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Nexus

Built at Built with Opus 4.6: a Claude Code hackathon · Feb 10, 2026

Nexus — Demo video

Nexus is a full-stack platform that transforms how scientists run experimental optimization campaigns. Instead of manually choosing algorithms, tuning hyperparameters, and guessing when to switch strategies, Nexus autonomously diagnoses, decides, and explains — acting as a scientific reasoning partner, not a black box. Scientists spend 80% of optimization time on algorithm selection and debugging, not science. Existing tools like Optuna or Ax give you the next point to evaluate — but they don't tell you *why*, they can't detect when your instrument has drifted, and they start from scratch every campaign. Nexus tells you WHY, not just WHAT's next.

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