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colesmcintosh/README.md
Cole McIntosh — a particle field crystallising into the letters of the name

Cole McIntosh

Founder @ Mellow AI  |  GitHub · LinkedIn · X · Email  |  Website

I build agents and extraction systems that take work off the table for real teams. The bar is production quality — I own the system through launch, reliability, and the failure modes that only show up in real use.

TypeScript · Python · Rust · Go

Projects

OpenExtract — documents, images, audio, and video into validated Pydantic models LangChain Salesforce — SOQL queries, schema inspection, and CRUD operations for LangChain

pdfmd — PDF files converted to Markdown by a fast Rust pipeline Vector Vault — approximate vector search in Go, via locality-sensitive hashing

PyCUDA NumPy Vector Ops — NumPy vector operations accelerated with PyCUDA kernels

Open source

Contributions include LangChain, smolagents, LiteLLM, Pydantic AI, and Goose.

Toolkit

Languages TypeScript, Python, Rust, Go  ·  Applications Next.js, React, Node.js
AI Pydantic AI, LangChain, retrieval, agents, structured outputs  ·  Infrastructure AWS, Azure, Google Cloud

Pinned Loading

  1. langchain-salesforce langchain-salesforce Public

    Langchain integration for Salesforce CRM, providing tools for SOQL queries, object schema inspection, and CRUD operations through Langchain's framework

    Python 7 4

  2. vector-vault vector-vault Public

    A high-performance vector similarity search engine with LSH (Locality-Sensitive Hashing) optimization, written in Go.

    Go 2

  3. pycuda-numpy-vector-ops pycuda-numpy-vector-ops Public

    Accelerating NumPy Vector Operations with PyCUDA

    Jupyter Notebook

  4. logit-control logit-control Public

    Control LLM token generation by directly manipulating logits to enforce structured outputs. Built with Hugging Face Transformers and demonstrated using Qwen2.5-0.5B.

    Python 3

  5. pdfmd pdfmd Public

    Fast PDF to Markdown converter in Rust

    Rust 2 2

  6. Mellow-Artificial-Intelligence/openextract Mellow-Artificial-Intelligence/openextract Public

    Extract structured data from documents, images, audio, and video using LLMs in Python

    Python 18 5