Fri. May 22nd, 2026

A Deep Dive into Tracing Agentic Workflows (Part 1)


Asking Claude, ChatGPT or any other advanced LLM “What is AI?” produces a well structured response seemingly in a matter of seconds. But between the user keystrokes, and the first token appearing, a tightly coordinated system is in play to generate this output.

Your request first hits an ingestion layer. It verifies your session, checks rate limits, and runs the query through a trust filter. Your location quietly determines which compliance policies apply. The request is then stamped with a trace ID — an immutable identifier that follows it through every step of execution (this becomes important later).

By uttu

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