What Actually Makes an AI Agent Useful in a Production Workflow
The difference between a demo agent and a useful teammate is state, permissions, evaluation, and recovery from partial failure.
Topic
AI Engineering
Agents, retrieval, prompt evaluation, model operations, and AI product integration.
A Lightweight Evaluation Loop for Prompt Changes in Real Products
Prompt edits are code changes and deserve fixtures, expected behavior, regression notes, and inspectable failures.