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.
Author: Martin Treiber
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”…
The New Unit Test: How LLM Evals Are Redefining Quality Assurance
Picture this: you've written a function that calculates the square root of a number. Feed it the input 16, and you'll get 4 back every single…
The Specification Revolution: How AI is Flipping Software Development Upside Down
For decades, software development has followed a familiar pattern: gather requirements, write specifications, then build the code that makes those specs…
In Defense of “Vibe Coding”: Why Your Personal Scripts Don’t Need to Pass Code Review
The term "vibe coding" doesn't appear in any computer science textbook , but ask any developer who's spent time with ChatGPT, Claude, or GitHub Copilot…
The Probabilistic Revolution: How AI is Making Software Engineering More Like “Real” Engineering
For decades, software engineers have endured a peculiar form of professional imposter syndrome. While their colleagues in mechanical, civil, and chemical…
AI Gets Its “I Know Kung Fu” Moment: Researchers Create Instant Expertise Downloads for Language Models
Remember that iconic scene in The Matrix where Neo gets martial arts expertise instantly downloaded into his brain, then opens his eyes and declares "I…
The Janitor’s Induction Machine: Rediscovering Peter Putnam’s Logic of Mind
December 1987. A bicycle goes down on East Main Street in Houma, Louisiana. The rider—a night janitor—dies.