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NWelde/README.md

Nathan Beyene

nathan@sf
role      systems builder · researcher · student
focus     CI/CD · distributed systems · agent evaluation
building  noob-agent · better-ci · ci-cost · shadow-runner

Computational Sciences student at Minerva University building infrastructure for faster CI and more reliable AI-agent evaluation.

LinkedIn · Email

Selected projects

noob-agent — A reproducible benchmark for measuring whether AI agents can turn experience into executable Python skills that transfer to unseen game variations.

Python · SQLite · LLM evaluation · W&B Weave

BetterCI — A DAG-based CI engine with content-hashed caching, Git-aware job selection, and distributed workers. Skips up to 80% of unnecessary reruns.

Python · FastAPI · Redis · PostgreSQL

CI Shadow Runner — Reconstructs GitHub Actions dependency graphs and tests critical-path changes on live runners. Identified a dependency edge that skipped 186 test jobs and improved wall-clock time by 13% when removed.

Python · GitHub API · GitHub Actions

ci-cost — A vendor-neutral CI cost analyzer that audited 4,712 runner minutes across 200 GitHub Actions runs using eight versioned pricing models.

Python · GitHub REST API · CI/CD cost modeling

Popular repositories Loading

  1. NWelde NWelde Public

    Config files for my GitHub profile.

    1

  2. better-ci better-ci Public

    A CI engine with pipelines written in Python instead of YAML — DAG execution, content-hashed caching, and git-diff job selection

    Python 1

  3. ci-cost ci-cost Public

    Agent skill that measures a repo's real GitHub Actions usage and prices it against 8 CI vendors

    Python 1

  4. Brojects-1 Brojects-1 Public

    Forked from Keneriyan/Brojects

    simple projects with python

    Python

  5. LightKurveAPI LightKurveAPI Public

    Forked from Signal-K/client

    Analyze stellar light curves from Kepler & TESS missions.

    Python

  6. better-auth better-auth Public

    Forked from better-auth/better-auth

    The most comprehensive authentication framework for TypeScript

    TypeScript