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colesmcintosh/README.md

Scalable AI Agents and LLM Solutions

Python Go CUDA TypeScript React LangChain Hugging Face Salesforce

Active contributor to LiteLLM with 50+ merged PRs and creator of LangChain Salesforce.

I help design, build, and deploy custom AI systems — from multi-agent orchestration to LLM optimization to vector search infrastructure. If you’re looking to bring AI into your business in a way that’s scalable, reliable, and production-ready, this is what I do.

Featured Projects

Project Description
chain-of-thought-reranking Boosts LLM output quality by extracting internal reasoning, reranking, and refining responses.
langchain-salesforce Complete LangChain integration for Salesforce CRM with SOQL queries, schema inspection, and CRUD operations.
vector-vault High-performance vector similarity search engine with LSH optimization in Go.
pycuda-numpy-vector-ops GPU-accelerated NumPy vector operations via PyCUDA for Jupyter workflows.
logit-control Fine-grained control over LLM token generation using logit manipulation with Hugging Face Transformers.
social-media-agent-system Multi-agent AI framework for intelligent, automated social media content creation.

Let’s Build Something Powerful

If you need custom AI agents, LLM-powered applications, or enterprise-scale AI infrastructure, let’s make it happen.

👉 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 4

  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 4 1

  3. vector-vault vector-vault Public

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

    Go

  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 1 1

  6. social-media-agent-system social-media-agent-system Public

    A sophisticated multi-agent system that combines specialized AI agents to create engaging social media content. The system leverages a Research Agent for gathering accurate, up-to-date information …

    Python 2