March 2026 monthly summary: Delivered Octomil, an on-device ML inference platform integrated into the coinbase/x402 ecosystem, enabling agents to call ML tools under a pay-per-use model. Octomil is exposed through an x402-gated MCP server with batch settlement via settle402, and supports auto engine selection across 60+ models (MLX, llama.cpp, ONNX) for optimal performance. Initial endpoints and tooling were provisioned, and public docs are available at octomil.com with deployment guidance (octomil mcp serve --x402). This implementation reduces latency and data transfer, improves privacy, and opens a scalable usage-based revenue stream. The work involved ecosystem onboarding, API design, and billing integration to enable rapid adoption by agents and developers.