
AI’s Black Box Is Opening—but Researchers Still See Only Fragments
Researchers can now trace selected computations inside advanced AI models, but they still cannot reliably explain the whole system or predict every behavior.

Researchers can now trace selected computations inside advanced AI models, but they still cannot reliably explain the whole system or predict every behavior.

Crypto now has professionally managed, multi-token exchange products, yet leverage and severe drawdowns persist. Bubble history shows why better access does not eliminate speculative risk.

Anthropic didn’t just release another model. They quietly built something that changes the balance of power in cyberspace forever.

It’s 2026, and the future we were promised in the ’80s has quietly arrived — not in gleaming megacorps or neon megacities, but in thrift-store clutches and repurposed makeup cases.

It was supposed to be the future of creativity. In February 2024, OpenAI unveiled Sora — its text-to-video model that could turn a simple prompt into jaw-dropping, cinematic clips. Hollywood trembled. Creators cheered. Investors poured in.

AI updates should enter a review queue, not interrupt active work. Test only the tools tied to a real production need, and treat executable skills as software.

I’ve been involved in more than 15 large-scale AI transformations across different industries. Four of them failed.

A startup searches for a repeatable, scalable model under uncertainty. New EU criteria formalize the term for policy purposes, but they do not create a universal business definition.

In the early hours of April 10, 2026, someone threw a Molotov cocktail at the San Francisco home of OpenAI CEO Sam Altman.

Beehiiv’s podcast host remains available across all plans, but creators must upload finished audio. Its value lies in consolidating hosting, distribution, websites and subscriptions.

A chatbot can answer users successfully while leaving decisions, data, oversight and downstream work untouched. AI implementation changes the operating process behind the interface.

Danish scientists teamed up with shrinks and did what any sane person would do in 2026: they dug into whether AI is making the already-batshit even more batshit.

For years, calculating Total Addressable Market (TAM), Serviceable Addressable Market (SAM), and Serviceable Obtainable Market (SOM) was one of the most tedious parts of any strategy, pitch deck, or go-to-market plan.

World Labs has released a meaningful update to its generative world model: Marble 1.1 and a new, more powerful variant called Marble 1.1 Plus.

Runway Characters has become a documented real-time avatar product, but its two-minute web limit means serious evaluations must move beyond the browser demo.