Debugging multi-step LLM apps quickly turns into detective work

Sensitive-Parsnip-12 · reddit · 2026-08-31

A Reddit developer voices a widely shared pain: multi-step LLM apps with tools, retrieval, state and retries often fail in ways where nothing crashes but behavior gets weird — then you're digging through logs to find the first divergent step. Common tactics in the thread: trace call order, diff step inputs/outputs, inspect state, replay runs, compare against a working run.

Original post →

More from coding & agent

coding & agent channel →