Technical posts on LLMs, AI agents, production ML systems and more. I write about lessons learned from building and playing with AI/ML, as well as general technology.
Google ADKcallbacksagent stateprogressive updatesafter_tool_callback
How to use after_tool_callback to enrich agent state with progressive updates, eliminating HTTP overhead while ensuring agents have complete data for follow-up conversations.
Google ADKFastAPIServer-Sent EventsProgressive LoadingBackground JobsReal-time Updates
How to extend Google ADK's FastAPI server with custom endpoints for progressive data enrichment, integrating async background jobs with Server-Sent Events streaming.
How to improve Lambda cold start performance by 56% through profiling, lazy imports, and strategic memory allocation - making it actually cheaper to run.
Google ADKReactTypeScriptServer-Sent Eventsfrontendstate management
How to built a production-ready React frontend for Google ADK agents with Server-Sent Events streaming, structured data rendering, and multi-agent state management.
