Structured Output and Tool Calling with On-Device LLMs on Android

Move beyond raw text generation to building agentic features with on-device models — covering GBNF grammars for structured JSON output via llama.cpp, function-calling dispatch patterns, and the coroutine-based agent loop that chains multi-step reasoning while keeping the UI thread at 60fps and respecting thermal budgets