lineage-tracking

Git for genomes

MLOps system with automated lineage tracking, tag-based workflow engine and task runner with container runtime. / 2025年7月1日をもって、株式会社オープンストリームはアクセンチュア株式会社に吸収合併されております

Append-only blockchain in C++20 for versioning ML models and datasets. The chain stores cryptographic hashes and metadata of ML artifacts; large weights live off-chain in a content-addressable store. Target: a trusted 3–5 node cluster that synchronizes over a coroutine-based P2P protocol.

MYND Knowledge Paleontology — Knowledge origin and lineage tracking for AI systems. The fossil record of what AI knows and where it came from.

Real-time data observability — quality engine, lineage/blast-radius, and ML anomaly detection over FastAPI; evaluated on the real UCI Online Retail dataset.

An offline benchmark task using Terraform, Python, and Graphviz to reconstruct corrupted machine learning model lineage metadata, query Hugging Face dataset split counts, and render color-coded lineage graphs.

ML model registry for the Crucible ecosystem. Artifact storage, model versioning, lineage tracking, metadata management, model comparison, reproducibility, and integration with training pipelines for Elixir-based ML workflows.

R package for end-to-end DNA barcode lineage tracking — from raw FASTQ reads to error-corrected barcode clusters

Engram — a trust layer for agent memory. Memories are claims with a lifecycle and a provenance graph; retrieval ranks by similarity x earned trust; quarantine cascades through graphLookup.