Cole McIntosh

Software Engineer & Founder

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Full-stack engineer focused on shipping reliable software. Currently building with LLMs, agentic workflows, and data extraction systems.

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Projects

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Logit Control

An applied guide to steering LLM generations with logit bias techniques and reusable tooling.

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Chain of Thought Reranking

A technique to optimize LLM responses by extracting and refining their internal reasoning chains.

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AWS Knowledge Base RAG

How to query an AWS Bedrock Knowledge Base using the RetrieveAndGenerate API.

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LangChain Salesforce

A LangChain integration package that enables seamless interaction with Salesforce CRM data in LLM applications.



Open Source

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Open-Xtract

An open source extraction framework that is LLM agnostic.

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LangChain

Popular framework for building LLM-powered applications and agents.

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Smol Agents

Huggingface's project focused on lightweight, efficient AI agents.

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LiteLLM

Open-source LLM Gateway that allows calling 100+ LLM APIs in the OpenAI format.