Um ecossistema open-source para Engenharia Semântica Latente (SLE). Transforme prompts em vetores validados matematicamente. O Hub oferece notebooks prontos para uso (Google Colab) para validação de agentes, rastreamento de experimentos e reprodutibilidade científica sem custos de infraestrutura.

Distributed integrity infrastructure for scientific reproducibility. Blind peer validation of any verifiable claim — computational, experimental, or physical — recorded as tamper-evident Harmony Records. Built in Rust on Holochain.

Resonance is a Python package for the ALS-RSOXS Beamline Control System. It provides a high-level API for motor control, analog inputs, NEXAFS scans, and an MCP server for beamline access.

🔬 Enhance scientific rigor with our modular tools for validation in AI and Data Science, ensuring reproducibility and semantic depth in research projects.