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jcdavis131/README.md

JC Davis

Independent advisor and builder working where machine learning meets real products. I run Alamo St Advisors, advising teams on AI strategy, model evaluation, data pipelines, and embedding systems. Based in Austin, Texas.

Independent work — no connection to my employer.

Now

  • Alamo St Advisors — advisory for teams building with AI: needs assessments, benchmarking the workflows that matter, and custom solutions.
  • Embedding Atlas — a living map of the world's occupations and markets, with live weather and sports layers (source).
  • Dottie — multipurpose agent harness for long-horizon builds, research, and ops, with closed-loop evaluation.

Selected work

  • vector-hoops — NBA player-season embedding maps over 12,966 player-seasons. The MTNN v5 64-d champion serves the live games at hoops.dumbmodel.com.
  • vector-unified — unified player embeddings across leagues on a single L2 sphere, powering the vector game suite.
  • scout-cli — plugin-based CLI: the single tool surface any agent harness can call.
  • zg — local-first hybrid search (ripgrep + BM25 + vector), published as @zvec/zvec-grep on npm.

Stack

Python, PyTorch, TypeScript, Next.js, FastAPI, Cloudflare, Vercel, ONNX.

Elsewhere

Popular repositories Loading

  1. dottie dottie Public

    Closed-loop LLM factory in one monorepo: data pipeline, trainer, eval-gated checkpoint promotion, serving, and an agent whose single tool is a self-extending CLI.

    Python 2

  2. vector-hoops vector-hoops Public

    Daily NBA chimera puzzle over an era-honest player embedding: 12,966 player-seasons, 48-dim multi-tower net, leak-free eval gate, static site with client-side inference.

    JavaScript 1

  3. agent-lasso agent-lasso Public archive

    Local-first FastAPI app for configuring LLM agents and scoring them on exam-style benchmarks. Experimental, not maintained.

    Python

  4. arxiv_exam_app arxiv_exam_app Public archive

    FastAPI service that turns an arXiv paper into a multiple-choice exam. Experimental, not actively maintained.

    Python

  5. bluehen bluehen Public archive

    Closed-loop ML monorepo: a fleet of consumer sites feeds consented data exhaust into an evaluation-gated embedding training pipeline that deploys back to the same sites.

    Python

  6. jcamd jcamd Public

    Personal consulting site for jcamd.com. Static HTML, deployed on Vercel.

    HTML