Framework-agnostic confidence-gated escalation middleware for LLM agents: multi-signal scoring (logprob, verbalized, tool risk), threshold policies, and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.
Search Pixabay for a list of keywords, pick the best image for each one, and get them back resized to match and packaged in a zip - a human-in-the-loop batch image picker.
