The School Attached to the Lab Is Open Now
The model bake-off got its final standings. The training platform behind it is now free to read — every module, both games, no account required.
The model bake-off got its final standings. The training platform behind it is now free to read — every module, both games, no account required.
Four fixed assignments, every current model, every effort setting, three attempts each — and the grades barely move while the bill moves by a factor of four hundred.
Context rot isn't a cliff a model falls off — it's a gradient, and the fix is curating what's in the window, not waiting for a collapse.
Chatbot, human-in-the-loop, agentic workflow, and full autonomy aren't stages you graduate through — they're positions you choose per task, and the vendors selling autonomy keep telling you not to default to it.
Research, Plan, Implement, Verify is just the ordinary shape of software work, finally said out loud — and the spec/plan mix-up inside it is costing teams more than they realize.
By the time your team finishes an AI training program, the tools it covers have already been superseded. Here's what to do instead.