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Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon

Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. Supports biological formats and registries - by the creators of Scanpy. 🍊YC S22

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

One-click solution for Power BI and Fabric Impact Analysis + Governance. Automatically backs up reports, models, and dataflows while extracting complete metadata for impact analysis, refresh tracking, and complete lineage - down to the visual level - even when multiple reports across workspaces connect to a single model.

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

LineageOS for QEMU virtual machines

Visualize SQL flow, workspace dependencies, and column lineage locally in VS Code.

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline. Cluster mode, air-gap deploy. Status: beta. https://bernstein.run

A research framework for principled agent self-improvement under frozen evaluators and declared mutation boundaries, recording verifiable lineage to make it reproducible and auditable.

Find which script, notebook, data, command, or AI agent produced a file — locally, with evidence and honest uncertainty.