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colesmcintosh/README.md

Cole McIntosh

TypeScript Python Next.js AWS Azure GCP LangChain React Node.js

Full Stack Engineer & Founder

Specializing in LLMs and AI, I build end-to-end applications spanning modern front-end interfaces and scalable back-end systems. I architect AI-powered solutions including agentic workflows, RAG pipelines, and LLM-based data extraction frameworks. I work across the full technology stack, deploying production systems on AWS, Azure, and GCP, and contribute to open-source AI frameworks that reduce complexity through clear abstractions and intentional design.

Open Source Contributions

  • LangChain - Popular framework for building LLM-powered applications and agents
  • Goose - Block's Goose project, an open source initiative for AI Agents
  • Smol Agents - Huggingface's project focused on lightweight, efficient AI agents
  • LiteLLM - Open-source LLM Gateway that allows calling 100+ LLM APIs in the OpenAI format

For inquiries or to get in touch, please visit colemcintosh.io.

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  1. chain-of-thought-reranking chain-of-thought-reranking Public

    an approach to optimizing large language model (LLM) responses by extracting, reranking, and refining their internal chain-of-thought (CoT). By focusing on the most coherent and relevant parts of t…

    Jupyter Notebook 3

  2. 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 5 2

  3. vector-vault vector-vault Public

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

    Go 1

  4. pycuda-numpy-vector-ops pycuda-numpy-vector-ops Public

    Accelerating NumPy Vector Operations with PyCUDA

    Jupyter Notebook

  5. 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 2

  6. how-to-deepseek-ocr how-to-deepseek-ocr Public

    How to run the DeepSeek-OCR model on a single A100 40GB GPU.

    Jupyter Notebook