Full-stack engineer focused on shipping reliable software. Currently building with LLMs, agentic workflows, and data extraction systems.
Projects
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.
Blog
View all →Build AI That Removes Work, Not Adds It
Most AI projects create more work because no one trusts the output. Measure total efficiency, not technical capability.
When Code Is Easy, Judgment Is Scarce
Why AI-driven output elevates the value of context, review, and decision-making.
The New Programming Layer: Learning to Operate Alien Technology
The programming profession is being refactored with a new layer of abstraction involving agents, prompts, MCP, and tools. Roll up your sleeves.
Open Source
An open source extraction framework that is LLM agnostic.
Popular framework for building LLM-powered applications and agents.
Huggingface's project focused on lightweight, efficient AI agents.

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