Redesigned with inference latency as the first priority, Mamba‑3 combines exponential trapezoid discretization, complex‑valued states, and a MIMO structure to reach about 6.9× the speed of a Transformer at 16,384 tokens.
Andrej Karpathy coined "Claws" as an upper layer for AI agents, and June Kim answered the same question from a different angle with the Cord framework implemented with MCP and SQLite. This piece organizes the shift from single-shot agents to autonomous coordination systems from both conceptual and implementation perspectives.
Stripe’s Minions agent generates 1,300+ PRs per week with zero human effort. Implementation details of the four components: Devbox, Blueprints, Toolshed, and a fork of goose.
