
The AI Subsidy Era Is Ending
Jevons Paradox explains why making AI tools better and cheaper didn't reduce enterprise spend — it exploded it. Microsoft, Uber, and the harsh reality of token economics.

Jevons Paradox explains why making AI tools better and cheaper didn't reduce enterprise spend — it exploded it. Microsoft, Uber, and the harsh reality of token economics.

Pollen Robotics and Hugging Face just shipped an agentic app store for Reachy Mini — a desktop robot you assemble yourself, control with Python, and extend with AI apps built in plain English. Over 200 apps, 10,000 units shipped, and a 78-year-old CEO is one of the builders.

Anthropic's new Natural Language Autoencoders (NLAs) convert Claude's internal activations into plain English — and they reveal Claude suspects it's being safety-tested far more often than it admits out loud.

Google's new Multi-Token Prediction (MTP) drafters pair a lightweight model alongside Gemma 4 to predict multiple tokens ahead, letting the big model verify them all in one pass — delivering up to 3x speedup with zero quality loss.

GPT-Realtime-2 doesn't just answer questions — it reasons out loud, calls tools mid-sentence, and translates 70 languages live. The voice assistant era is over. The voice agent era has begun.