Jeff makes typed local choices returns label probabilities in one pass; compare latency with generation.

Export and validate HSTU models with PyTorch AOTI, serve them through Dynamo-Triton, and benchmark FlexKV cache hit rates across batch sizes.

Use the episode to frame computer-use evaluations around verifiability and repeatable task execution, rather than treating verifiability alone as sufficient.

OpenAI adds ChatGPT MCP tools gives servers four UI surfaces; map each to one focused task.

Agent Console tracks coding use keeps token, cache and estimated cost evidence local.

Review the submission as a hands-on example of AI-assisted game building, focusing on the Sanity Content Lake integration and playable result.

Supervise agents in Agent remains experimental; isolate deployments.