Insights on AI communication, voice agents, WhatsApp automation, and the future of customer engagement.
You will not debug an agent from logs. The reasoning chain is too branched, the latency surface too rich, and the failure modes too non-local. What you need is a trace — a tree-structured record of every LLM call, tool invocation, retrieval, and decision boundary, with timing and content attached. T…