The Ralph Loop: How a Bash Script Is Forcing Developers to Rethink Context as a Resource
A team at the Y Combinator Agents hackathon recently ran an experiment. They spun up a few GCP instances, started Claude Code in infinite loops, and went…
Category: Development
Programmatic Tool Calling with Claude Code: The Developer’s Guide to Agent-Scale Automation
When Claude Code executes a tool, it typically works like this: call a function, wait for the result, process it, call the next function.
The Complete Guide to Sandboxing Autonomous Agents: Tools, Frameworks, and Safety Essentials
The pattern shows up in incident reports, forum posts, and whispered Slack conversations with disturbing regularity: an AI coding assistant, given a…
When AI Agents Go Rogue: The Uncomfortable Truth About Agentic Coding Tools
The AI agent was supposed to clear the cache. Instead, it wiped the entire drive. In early December 2025, a developer using Google's Antigravity—the…
The Unexpected Virtue of Micromanaging Your AI Coding Agents
There's a piece of management wisdom drilled into every manager's head: micromanaging a team is toxic.
Agentic Coding Tools Explained: Complete Setup Guide for Claude Code, Aider, and CLI-Based AI Development
For decades, coding assistants have been incremental improvements: autocomplete on steroids, glorified Stack Overflow search engines, chat windows that…
The Art of Building AI Agent Tools: How MCP is Reshaping Software Development
For the past two years, the AI industry has been obsessed with model capabilities—bigger context windows, better reasoning, multimodal understanding.
From Alchemy to Architecture: The Evolution of Prompt Engineering
In 1779, the world's first major iron bridge opened over the River Severn in Shropshire, England. Its architect, Thomas Farnolls Pritchard, and builder…
Vibe coding is broken. Could Controlled Natural Language – CNL – save it?
Six months ago, “ vibe coding ” was supposed to change everything. Tell the AI what you want, sit back, and watch it generate working software.
The Rise of Agentic Vibe Coding: How Replit Agent 3 is Redefining Software Development
When AI researcher Andrej Karpathy floated the phrase “ vibe coding ” in a 2025 tweet, describing a style of programming where you “give in to the vibes”…