

Measuring Tool Use Correctness & Plan Adherence
Deep dive into measuring tool use correctness & plan adherence.


Deep dive into measuring tool use correctness & plan adherence.


How to use Silero VAD for real-time voice activity detection: build a Python audio pipeline with `from silero_vad import load_silero_vad`, endpointing, and barge-in handling.


Why Agent-to-Agent (A2A) interactions and Side Effects require a 'Two-Phase Commit' for safety.


Chains are brittle. We need a shared state object for robust multi-agent reasoning.


Non-determinism is a bug, not a feature. We explore how to whip the model into compliance using Enforcers, Pydantic, and Constrained Generation.


Gemini CLI hooks enable developers to seamlessly automate codebase context injection and build self-correcting ReAct loops without manual copy-pasting.