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  1. evaluation-harness evaluation-harness Public

    A from-scratch evaluation and benchmarking framework for language models and agents: pluggable tasks and graders, bootstrap confidence intervals, significance testing, and contamination checks.

    Python

  2. ann-vector-search-library ann-vector-search-library Public

    An approximate nearest neighbor vector search library built from scratch in pure Python, implementing HNSW graphs; high recall at a fraction of a brute-force scan's distance computations, with meas…

    Python

  3. constrained-generation-library constrained-generation-library Public

    A structured-generation library built from scratch in pure Python: compiles a JSON Schema into a finite automaton and masks a model's tokens so output is schema-valid by construction (100% valid JS…

    Python

  4. corpus-dedup-library corpus-dedup-library Public

    A corpus near-deduplication and quality-filtering library built from scratch in pure Python using MinHash and LSH; perfect precision and recall on a labeled corpus while comparing a tiny fraction o…

    Python

  5. training-provenance training-provenance Public

    Content-addressed provenance tracking for machine learning pipelines: a deduplicating artifact store, a content-addressed lineage DAG, and bit-for-bit reproducibility and integrity verification.

    Python

  6. transformer-from-scratch transformer-from-scratch Public

    A reverse-mode automatic differentiation engine and a decoder-only transformer language model, built from scratch in pure Python with no numerical libraries; gradients verified against finite diffe…

    Python