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Deep technical explorations in artificial intelligence and machine learning. Code, theory, and practice.

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MLOps

The Cheap Model Does the Reading. The Expensive Model Does the Thinking.

How model routing can reduce AI costs without sacrificing task-level quality and why your own evaluations matter more than public leaderboards.

July 16, 2026·
49
The Cheap Model Does the Reading. The Expensive Model Does the Thinking.
Natural Language Processing

Small Language Models: How to Choose, Run, and Fine-Tune Them (2025–2026)

In 2019, GPT-2 launched with 1.5 billion parameters and the AI community called it large. Today, a 3B model is considered small. That compression (six years, two orders of magnitude) is the real story of where AI is heading.

May 6, 2026·
332
Small Language Models: How to Choose, Run, and Fine-Tune Them (2025–2026)
Machine Learning

Getting Started with Transformer Models: A Practical Guide

Learn the fundamentals of transformer architecture and how to implement your first transformer-based model for NLP tasks.

February 3, 2026·
575
Getting Started with Transformer Models: A Practical Guide

>> recent_posts

MLOps

The Cheap Model Does the Reading. The Expensive Model Does the Thinking.

How model routing can reduce AI costs without sacrificing task-level quality and why your own evaluations matter more than public leaderboards.

July 16, 2026·
49
The Cheap Model Does the Reading. The Expensive Model Does the Thinking.
Computer Vision

Machine Vision Defect Detection: A Complete Beginner's Guide

How AI-powered cameras find flaws in manufactured parts, from raw pixels to production line decisions. No engineering background required

June 9, 2026·
175
Machine Vision Defect Detection: A Complete Beginner's Guide
Natural Language Processing

Small Language Models: How to Choose, Run, and Fine-Tune Them (2025–2026)

In 2019, GPT-2 launched with 1.5 billion parameters and the AI community called it large. Today, a 3B model is considered small. That compression (six years, two orders of magnitude) is the real story of where AI is heading.

May 6, 2026·
332
Small Language Models: How to Choose, Run, and Fine-Tune Them (2025–2026)
AI Tools & Productivity

Build a Research Radar with Karpathy's LLM Wiki Pattern: A Step-by-Step Tutorial

Karpathy's LLM Wiki pattern replaces re-deriving answers from raw documents with a structured wiki that grows smarter each week. This tutorial walks you through building a Research Radar for any fast-moving topic, from folder structure to your first synthesis query.

April 16, 2026·
269
Build a Research Radar with Karpathy's LLM Wiki Pattern: A Step-by-Step Tutorial
AI Tools & Productivity

Building Productively with Claude Code: A Developer's Guide

AI coding assistants are evolving from autocomplete tools into autonomous development agents. Claude Code represents one of the most advanced examples of this shift. In this guide, we'll explore what Claude Code is, how to use Claude Code effectively in real world development workflows.

March 17, 2026·
311
Building Productively with Claude Code: A Developer's Guide
AI Applications

The Rise of Agentic AI: Autonomous Systems That Act Like Digital Colleagues

AI is shifting from tools you use to systems that work alongside you. This is the agentic AI era.

February 26, 2026·
314
The Rise of Agentic AI: Autonomous Systems That Act Like Digital Colleagues