llama.cpp's True Power — Georgi Gerganov Demonstrates 300 t/s on a Three-Year-Old Mac

llama.cpp creator Georgi Gerganov demonstrates Gemma 4 26B running at a blistering 300 tokens/s on a three-year-old Mac Studio M2 Ultra with speculative decoding. Throw in a WebUI and MCP support, and the whole ecosystem has become almost absurdly mature.

Karpathy: CLI Is the Native Language of Agents — How "Legacy" Tech Became the Best Way In

Karpathy says CLIs are exciting precisely because they're "legacy" tech: AI agents can use and combine them natively. Using the new Polymarket CLI, Claude built a terminal dashboard in about 3 minutes. His challenge to anyone shipping a product: Are your docs exportable as markdown? Have you written Skills? Can it be used via CLI or MCP? It's 2026. Build. For. Agents.