Blog
Thoughts on Machine Learning, System Design, and Technology
ReasonIt: How I Built a System That Thinks Like a Research Team - Achieving GPT-4 Performance at 100x Lower Cost
The story of building a production-ready reasoning system that orchestrates smaller LLMs through ...
Cursor Beyond Local Edits: A Structured Workflow for Complex ML Changes
Automate ML tasks like planning, documentation, testing, and commits using Cursor's AI capabiliti...
The AI Renaissance: From Generic Tools to Infinite Possibilities
The AI renaissance is transforming how software is conceived and created, from generic tools to i...
Taming the Dice Roll: Building Deterministic LLM Systems
Learn how to build deterministic LLM systems that produce consistent, reliable outputs given the ...
From Models to Impact: Why Agentic Systems Belong in Every ML Engineer's Toolkit
Agentic systems are a powerful way to handle planning, reasoning, and tool invocation.
Automating My Resume with LaTeX, GitHub Actions, and OpenAI API
How I built an automated resume pipeline that saves time and ensures professional formatting acro...