Chips, Curricula, and Code Share the Steering Wheel Silicon bends toward biology as reasoning becomes the new benchmark, and classrooms race to keep pace. Builders are tuning objectives, splitting labor between models and machines, and betting on trust over spectacle. What happened: AI is pairing with organ-on-chip systems to read and guide tissue-level signals on silicon. The combination aims
When you have 5 unrelated questions, should you pack them into one message to the LLM, or send 5 requests simultaneously? Which is faster? Splitting into multiple independent parallel requests is almost always faster. This isn't a gut feeling — it's determined by the underlying inference mechanism of LLMs. Let's walk through the reasoning from first principles. To understand this problem, you firs