Posts on agentic systems

A classification framework for understanding where your AI agent system falls — from conversational chat to autonomous dark factory — and why Maudel operates at Tier 4.

The single biggest architectural evolution in Maudel — how we went from hardcoded prompts to a file-driven, composable pipeline in one day.

Engineers won't trust what they can't see. How real-time observability transformed our AI pipeline from a black box to a command center.

AI-generated code passes unit tests because the same AI writes both. User-perspective testing breaks this circular validation.

Our first HITL implementation was a gate. The real value came when we turned it into a co-pilot experience.

How we overhauled our planning system when we realized PRDs give AI an executive summary, not a flight manual.

AI can compress weeks of planning into hours, but the quality of your input documents determines whether those stories are useful or just noise.