AI & Machine Learning

The AI Rout Isn’t a Crash. It’s the Biggest Buying Opportunity in History.

While everyone panics over the AI rout, Leopold Aschenbrenner is quietly raising capital. The market crash isn’t a bubble burstingβ€”it’s a filter separating true believers from tourists. Visionary contrarians use fear to consolidate resources at a discount. The AGI trajectory hasn’t changed. The real risk is getting distracted by the noise.

AI Is Learning to Dream. That Should Terrify You.

Reinforcement Dreaming is the next frontier of AIβ€”training machines to simulate the associative, subconscious leaps of human dreams. It’s not a metaphor; it’s an engineering strategy that could unlock creativity and insight beyond logic. But are we ready for machines that imagine?

You’re a ‘Bad User’ to Reddit. And They’re Coming for You.

Reddit is systematically degrading old Reddit through a thousand small cuts β€” login walls, broken incognito, killed APIs β€” to push out “bad users” who don’t generate ad revenue. But the users they’re shedding are the same ones who built the culture, wrote the deep-dive posts, and moderated the communities that made Reddit worth billions. This is the enshittification playbook in real time.

Christopher Nolan Adapting The Odyssey Is a Mistake. A Prize-Winning Translator Explains Why.

Prize-winning Odyssey translator Emily Wilson argues Christopher Nolan shouldn’t write his own adaptation of Homer’s epic. The issue isn’t talentβ€”it’s that adapting a 2,800-year-old text requires scholarly humility and collaboration, not a singular auteur vision. The cult of the director may be exactly what The Odyssey doesn’t need.

AI Safety Is a Lie. Here’s What the Government’s New Watchdog Actually Does.

The US plan for an AI watchdog isn’t about safety β€” it’s about regulatory capture. By certifying only corporate-approved models, the government would lock open-source AI out of your hands, protecting monopolies under the guise of protecting you. The real danger isn’t rogue AI; it’s a rigged market.

The 4-Year PhD Isn’t the End of Academia. It’s the Only Way It Survives.

The NSF’s pilot program for 4-year industry-embedded PhDs isn’t a betrayal of academic valuesβ€”it’s a brutal correction. Most PhDs don’t become professors, yet the system treats them as if they will. This move could create a two-tier doctorate, but that might be exactly what students need to survive.

Stop Using AI to Write Code. Start Using It to Read the Code You’re Terrified Of.

Everyone’s obsessed with AI agents that write new code. But the real unsolved problem is using them to reverse-engineer the massive backlog of undocumented, obfuscated, and malicious code we’ve accumulated. Writing code is the easy problem. Reading the code we’re terrified of is the one that actually matters β€” and agentic decompilers like Kuna are just starting to crack it open.