Every problem holds a pattern waiting to be seen.
Every system carries a silence that longs to speak.
Complexity is just clarity wearing a disguise—
the right question unravels everything.
Projects
An open source extraction framework that is LLM agnostic and uses agentic search to parse data from long documents.
An applied guide to steering LLM generations with logit bias techniques and reusable tooling.
A technique to optimize LLM responses by extracting and refining their internal reasoning chains.
How to query an AWS Bedrock Knowledge Base using the RetrieveAndGenerate API.
A LangChain integration package that enables seamless interaction with Salesforce CRM data in LLM applications.
A Model Context Protocol server for performing numerical computations through LLMs using NumPy.
OSS
Popular framework for building LLM-powered applications and agents.
Block's Goose project, an open source initiative for AI Agents.
Huggingface's project focused on lightweight, efficient AI agents.
Open-source LLM Gateway that allows calling 100+ LLM APIs in the OpenAI format.
Work
Blog
View all →Why Open-Weight Models Matter for AI Independence
Why owning open-weight models protects builders from account bans, rate limits, and centralized policy shifts that can kneecap innovation overnight.
The Anti-Slop Backlash: Keep Thinking in a Synthetic Sludge Age
A call to resist automated brain rot, expose the hollow economics of generative visuals, and double down on language-first tools that sharpen judgment.
Why Agentic Search is Replacing Traditional RAG
The AI landscape is witnessing a fundamental shift from static retrieval-augmented generation to dynamic, intelligent search systems. Discover why agentic search represents the future of AI-powered information retrieval.
Resume
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Connect
Feel free to contact me at cole@staymellow.ai