Here is a debugging session I have watched play out at four different companies now. An agent does...
Here is a debugging session I have watched play out at four different companies now.
An agent does something dumb in production. A user complains. An engineer opens the logs. They find this:
[INFO] agent.run started
[INFO] calling tool: search
[INFO] calling tool: fetch_document
Why LLM agents are so hard to reproduce, why some of that nondeterminism is a feature you should not remove, and how record and…
Same agent, same tools, same tasks. Different model — different honesty. What happened when I switched my AI agent from DeepSeek…
I wasted 30 minutes debugging my AI agent last month. Stepped through the orchestration code,...
Your agent demo took an afternoon. The reason it isn't in production nine months later has nothing to...
Tool-selection accuracy logs 1.0 while the task fails. Here's why one number hides three different failures, and the four-layer…
The failure mode you don't see Most agentic systems fail silently. The agent picks the...
