lineage-tracking

Git for genomes

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.

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

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.

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.

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

Creative reasoning and open-ended problem solving layer for the Howl ecosystem.

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.