Our Blog

What is Harness engineering: Leveraging Codex in an agent-first world? A Practical Overview

Harness engineering is the practice of building structured, safe environments for AI agents to execute code. This post explains how to leverage OpenAI Codex in an agent-first world, with concrete examples, cost breakdowns, and honest tradeoffs.

Mahmudul Haque Qudrati

CEO & ML Engineer

What Is the Text in Claude Code's Extended Thinking Output? A Practical Overview

Claude Code's Extended Thinking output reveals the model's internal reasoning chain. But as Patrick McCanna points out, this text is not a faithful transcript of the model's thought process. Here's what developers need to know.

Mahmudul Haque Qudrati

CEO & ML Engineer

How to Build with Codex: Avoiding the Logging Bug That Writes TBs to Local SSDs

A logging bug in Codex can write terabytes of logs to your local SSD. Here's how to detect, fix, and prevent it with practical steps and configuration changes.

Mahmudul Haque Qudrati

CEO & ML Engineer

What Is Failing Grades Soar with AI Usage, Dwindling Math Skills in Berkeley CS Classes? A Practical Overview

UC Berkeley CS professors report a sharp increase in failing grades alongside higher AI usage and declining math skills. This post breaks down the data, the likely causes, and what it means for hiring and education.

Mahmudul Haque Qudrati

CEO & ML Engineer

What is My Agent Skill for Test-Driven Development? A Practical Overview

An AI agent skill for test-driven development automates the red-green-refactor cycle. Here's how it works, what it costs, and when to use it.

Mahmudul Haque Qudrati

CEO & ML Engineer

What is Zero-Touch OAuth for MCP? A Practical Overview

Zero-Touch OAuth for MCP eliminates manual token setup by dynamically granting scoped access tokens to AI agents. This post explains the protocol, real-world costs, and tradeoffs.

Mahmudul Haque Qudrati

CEO & ML Engineer

How to Build with Claude Code – Everything you can configure that the docs don't tell you

Claude Code's docs cover basics, but the real power is in hidden configs. Learn how to customize prompts, manage costs, and integrate with your workflow.

Mahmudul Haque Qudrati

CEO & ML Engineer

What Is OpenAI Frontier Models and Codex on AWS? A Practical Overview

OpenAI's frontier models and Codex are now available on AWS through Amazon Bedrock and SageMaker. This post covers what's included, how it works, and the practical tradeoffs for teams considering this integration.

Mahmudul Haque Qudrati

CEO & ML Engineer

What is Is AI ruining our skills? Early results are in – and they're not good? A Practical Overview

Mahmudul Haque Qudrati

CEO & ML Engineer

What Is AI's Multiplying Effect on Existing Technical Skills? A Practical Overview

AI tools multiply existing technical skills by automating boilerplate, accelerating debugging, and enabling faster iteration. This post breaks down the mechanics, costs, and best practices.

Mahmudul Haque Qudrati

CEO & ML Engineer

What is Claude Code as a Daily Driver: Claude.md, Skills, Subagents, Plugins, and MCPs? A Practical Overview

Claude Code is an AI coding agent that runs in your terminal. This post explains how to use it as a daily driver with Claude.md, Skills, Subagents, Plugins, and MCPs, including concrete examples and honest tradeoffs.

Mahmudul Haque Qudrati

CEO & ML Engineer

Microsoft Starts Canceling Claude Code Licenses: What Developers Need to Know

Microsoft has started canceling Claude Code licenses for its employees, signaling a shift in AI tooling strategy. This post explains the context, implications, and what developers should consider.

Mahmudul Haque Qudrati

CEO & ML Engineer