124 long-form pieces on architecture, training, inference, agents and safety.
A 7B model that thinks for thirty seconds can outscore a 70B model that answers instantly. Test-time compute is the lever that makes this possible, and it is quietly rewriting the economics of model design.
DeepSeek shipped a 1.6T-parameter model in April 2026 with native Ascend inference support while OpenAI committed $500B to Stargate. Both can be right, but only one of them is a moat.
A frontier model can write a function. An agentic runtime can read a codebase, plan a migration, edit forty files, run the tests, fix what broke, and open a pull request. The difference is not intelligence; it is the system that …
A ten-second utterance is a thousand acoustic frames. Its transcript is forty characters. Nobody wrote down which frames make which character, and the number of ways to line them up is astronomical. Every major speech architectur…
Most teams still treat Anthropic as 'the Claude API.' That framing misses the platform that has grown around it: managed agents, a universal integration protocol adopted by every major AI vendor, a governance layer with 28 securi…
Data-parallel training all-reduces the entire gradient after every step, which is why frontier pretraining happens inside one building with a purpose-built fabric. DiLoCo synchronises every five hundred steps instead of every one…
A 700-draw run of the eight-schools model reported R-hat of 1.01 and put the 2.5% quantile of the between-school spread at 0.89, while the exact posterior holds almost 18% of its mass below that value. Calling a sampler takes one…
A network that fits ImageNet with randomly shuffled labels should not generalise on real ones. It does. That single experiment invalidated the textbook account of why machine learning works, and the three phenomena that replaced …
Anthropic stopped shipping a chatbot and started shipping an ecosystem. From Artifacts to Cowork to Design, the through-line is the same: move the model out of the chat box and into the work. For marketing teams, that change is n…
One workflow, 150,000 tokens down to 2,000. A subagent that burns fifty thousand tokens and returns fifteen hundred. A hundred installed skills that cost two thousand tokens until one is needed. Four separate advances, four separ…
Open surgery beat percutaneous nephrolithotomy on small kidney stones, 93% to 87%. It beat it on large stones too, 73% to 69%. Pooled across both, it lost, 78% to 83%. The arithmetic is correct in all three statements, and no amo…
Scatter 1,000 random points in a 1,000-dimensional cube and the farthest one from a query is only about 12% farther away than the nearest. By that arithmetic nearest-neighbour search should be meaningless, and yet every vector da…