Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots

Needle 2 is a 14MB agentic language model optimized for resource-constrained devices (IoT, wearables, smart home, robots) that enables on-device AI inference with tool calling, device control, and structured data extraction without cloud dependency. This represents a strategic shift in edge computing economics, allowing IT organizations to deploy intelligent automation across the 4-in-5 edge devices under $200 that currently lack AI capabilities, while maintaining privacy, offline reliability, and zero latency. For CIOs, this opens new architectural possibilities for distributed intelligence that reduces cloud dependency, operational costs, and security exposure while enabling real-time device automation at scale.