AI & Machine Learning

Stop Believing ChatGPT’s Memory Is a Database. It’s Actually a Dream Machine.

ChatGPT’s memory isn’t a databaseโ€”it’s a layered inference pipeline that reconstructs a version of you each time you talk. This causes drift, silent bias, and unpredictable behavior. Reverse-engineering reveals the truth: you’re not storing facts, you’re training a dream machine. Learn how to control it before it controls you.

The SOC 2 Secret an Ex-Deloitte Auditor Just Gave Away for Free

An ex-Deloitte auditor open-sourced the entire SOC 2 methodologyโ€”86 controls, 355 test attributes, pass criteria, and evidence standards. This isn’t just a gift to AI startups; it’s a strategic move to become the industry’s reference standard. The real moat in compliance is judgment, not secrecy, and now that judgment is free.

The AI Coliseum Is a Trap. Here’s What Actually Works.

Agon pits AI coding models against each other in a digital coliseum. It’s thrillingโ€”and it’s a trap. Competition alone tells developers who’s fastest, not who’s best. Real coding intelligence will come from models that collaborate, debate, and hedge each other’s weaknesses. Agon should be a roundtable, not a death match.

The Dirty Secret of AI Agent Benchmarks: It’s Not the Model, It’s the Harness

A new benchmark paper reveals a dirty secret: swapping evaluation harnesses can boost AI agent scores as much as upgrading an entire model. Most ‘model improvements’ are actually measurement infrastructure improvements. The field is partly measuring its own toolsโ€”and that changes how we should read every leaderboard.

Stop Tweaking Your LLM. Your Imagination Is the Real Bottleneck.

We are living through an unprecedented abundance of powerful AI tools, yet the biggest bottleneck for builders isn’t context windows or hallucinationsโ€”it’s creative poverty. We have superpowers with no worthy mission. If you’re building with LLMs, stop obsessing over technical quirks and start investing in problem discovery.

Denormalization Was Never the Problem. It Was How You Did It.

Denormalization has always been a necessary evil โ€” until now. A new Postgres extension lets you define derived columns declaratively, eliminating triggers, race conditions, and ad-hoc sync logic. It’s a principled approach that turns a fragile chore into a safe, schema-enforced declaration. Get started in 10 minutes.

The AI Bubble Won’t Crash. It’ll Do Something Much Worse.

The AI industry is spending $200 billion annually on a $30 billion revenue base. Everyone’s watching for a spectacular crash. But the real risk is far more insidious: a multi-year stagnation where AI never quite delivers on its promises, slowly draining capital and careers while everyone waits for a breakthrough that may never come.

996 Is a Scam. Here’s Who Actually Gets Rich.

The 996 work schedule isn’t a badge of honor; it’s a wealth transfer mechanism. We’ve been sold the lie that extreme hours equal extreme success, but the brutal reality is that working 9-to-9 only makes sense if you actually own the company. If you’re just an employee, you’re donating your life to a billionaire.