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A little curiosity. A world of open source.
THE FIRST COLLECTIONSUM is an open-source tool for verifying AI text transformations with cryptographic receipts. It checks what changed, what was preserved, and what was lost when AI rewrites text, with cross-runtime Ed25519 signatures and offline verification.
NovaFabric is an open-source, self-hosted CLI that captures any AI or HPC run — script, agent, or model call — as a portable, secret-redacted, replayable evidence capsule you own, with no application code changes.
DVC is a command-line tool and VS Code extension for versioning data and ML models, building reproducible pipelines, and tracking experiments locally with Git.
A reproducible science workbench plugin for DeepSeek Harness, blending Jupyter-style cells, agent-driven execution, and full provenance tracking for traceable, replayable figures and artifacts.
