Innovation

Stop Packing Small AI Models So Tight. It’s Making Them Fragile

We’ve spent years trying to cram as much intelligence into as few parameters as possible. But we’ve been optimizing for the wrong thing. Dense packing makes small language models fragile, causing them to shatter under aggressive compression. The counterintuitive fix? Spread the information out. Here’s why dispersion loss is the key to building smaller, cheaper models that actually survive the real world.

Nvidia’s Monopoly Isn’t Being Broken by Chips. It’s Being Broken by Code.

AMD’s MI355X delivers competitive LLM throughput at half the cost of Nvidia’s Blackwell β€” but the real story isn’t the silicon. It’s that agentic AI coding tools are collapsing the software switching costs that made Nvidia’s CUDA moat impenetrable. The monopoly isn’t being broken by better chips. It’s being broken by code that can optimize any chip.

The Day a Sandstorm Killed My Teacherβ€”And the 50-Cent Fix That Changed Everything

A personal account of the 2000 sandstorm that killed a teacher and buried a school, leading to the discovery of the grass grid methodβ€”a low-tech, high-impact solution that outperforms billion-dollar technologies. The true innovation? A temporary scaffold that lets nature do the rest.

Your Local Telecom Failed You. Now We’re Handing the Sky to One Man.

From rural Ohio to Lagos, the story is the same: traditional telecom monopolies have completely failed us. We are now fleeing to Starlink, paying a premium for orbital internet because local infrastructure is a joke. But in our relief, we are privatizing a public utility and handing a global monopoly to one man.

You’re Designing Systems Wrong. The Future Is ‘Abstract Nonsense’

We’ve been taught to solve complexity by breaking systems down into isolated parts. But as AI and tech infrastructure explode, that strategy is failing. Enter Applied Category Theoryβ€”long dismissed as ‘abstract nonsense.’ It proves math isn’t about calculating numbers, but architecting relationships. The future of system design belongs to those who master this compositional grammar.

Your Membership Program Is a Glorified Discount Card. That’s Why It’s Dying.

Most membership programs fail because they treat membership as a glorified discount card β€” stacking perks hoping volume overwhelms users into paying. But membership isn’t about what you give. It’s a bilateral contract: users prepay for future certainty, and the platform must continuously prove that investment worthwhile. The programs that win don’t sell perks. They sell the elimination of friction, decisions, and doubt.

Text Tokens Are a Scam. Here’s How One Developer Cut AI Costs 60% by Sending Images Instead.

A developer cut Claude API costs 60% by converting text to images and letting the model OCR it β€” exposing a fundamental flaw in how AI providers price multimodal inputs. You burn more compute to pay less money, and the loophole won’t last. When it closes, prices likely rise for everyone.

Stop Banning AI in the Classroom. You’re Just Protecting a Broken System.

The panic over AI in education isn’t about protecting academic integrity. It’s a desperate defense of outdated assessment models that were already failing. Educators use AI daily while demanding students abstain. If an AI can finish an assignment in ten seconds, we aren’t testing intelligenceβ€”we’re testing endurance. It’s time to stop banning the future and start teaching students how to steer it.

Banning AI in Job Talks Isn’t Protecting Integrity β€” It’s Enforcing Obsolescence

A researcher was banned from using ChatGPT during a chalk talk evaluation β€” the same tool they use every day in actual scientific practice. The internet called it cheating. But if AI-assisted work consistently outperforms unassisted thinking, the problem isn’t the employee’s methods. It’s the test. Institutions that ban AI in evaluations aren’t protecting integrity β€” they’re enforcing obsolescence.