Show HN: LabLoop – isolated infrastructure for LLM-driven scientific experiments

Category: ai-ml

Tags: llm, scientific-method, experiment-management, kvm, mcp

Score: 6.5/10 (Innovation: 7, Technical: 7, Documentation: 6, Utility: 6)

LabLoop provides a persistent scientific loop for LLM-driven experiments, with durable state for hypotheses, evidence, and belief updates, plus optional KVM-based isolation for secure execution. It aims to enable auditable, evidence-driven improvement of the research process itself.

Target audience: AI researchers, ML engineers, scientists

Repository: https://github.com/cloudcell/labloop · Python · Apache-2.0 · 7 stars

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