Abstraction Leak

Rewriting Legacy Code Is a Trap. Here’s the Truth.

Microsoft killed FoxPro in 2007, but the business world never stopped running on it. The true lock-in of legacy software isn’t the vendor or the syntax—it’s the invisible, 20-year-old business logic that has been debugged and depended on. Rewriting that logic is the real gamble, making the backward-looking move the most risk-averse path forward.

AI Didn’t Make Software Easy. It Just Moved the Suffering.

AI and vibe coding have made generating code effortless, creating a dangerous illusion that software is finally easy. But the visible part of coding is just shrinking. The real cognitive burden—wiring systems, handling edge cases, and carrying endless maintenance—is heavier than ever. AI didn’t kill the hard part of software; it just relocated it.

Stop Trusting AI Benchmarks. They’re Lying to You.

AI providers are optimizing for launch-day benchmark optics, resulting in silent model degradation that burns developers. The true cost of AI isn’t the token price, but the engineering overhead required to babysit models that secretly regress after the hype fades.

Claude Opus 5.5 Isn’t a Smarter AI. It’s a Desperate Apology.

Claude Opus 5.5 isn’t a leap in machine intelligence; it’s a frantic reputational patch. After terrible writing outputs and a massive outage, Anthropic is trying to buy back user trust with a ‘natural’ writing style. But the real failure isn’t the AI’s benchmarks—it’s that rapid updates are breaking the very narratives companies build on top of them.

AI Training AI Is a Lie. Here’s the Dirty Truth About OpenAI.

OpenAI just fired contractors for using AI to label training data. The internet called it peak corporate hypocrisy. But the real story is far more unsettling: AI trained on AI output degrades into incoherence. The myth of recursive self-improvement just hit a hard technical ceiling, and the AI economy still desperately needs cheap human minds to survive.

AI Has No Wisdom. And Neither Will You.

You’ve felt the unease. The AI hands you perfect code or a flawless email in seconds, and you feel fast. But underneath that dopamine hit, something is rotting. AI optimizes for immediate output, but it cannot model the slow decay of bad judgment. Your real risk isn’t that AI is useless; it’s that it makes long-term wisdom less likely because you stop practicing it.