
3DP Agent reimagines pre-print analysis as a multi-agent debate. Most tools give you one answer. 3DP Agent gives you five perspectives in conflict — and then a consensus. A Geometry Analyst maps structural vulnerabilities across the mesh. A Failure Predictor identifies where prints will fail and why — overhang collapse, thermal warping, layer delamination. An Optimization Advisor runs counterfactuals: rotate this, change that material, adjust this parameter — and shows you the delta. A Printability Scorer synthesizes all inputs into a weighted risk assessment. An Orchestrator manages the debate, surfaces disagreements between agents, and produces a final report that shows its own reasoning — not just its conclusion. The visualization layer renders this in real time: layer-by-layer print path preview, thermal field overlays, failure emergence simulation, causality chains that trace risk back to geometry. The interface is built to feel like a scientific instrument — cinematic, restrained, precise. What makes multi-agent architecture matter here is that manufacturing decisions are high-stakes. A wrong call costs material, time, and money. Showing the reasoning process — including where agents disagree — builds a kind of trust that a single answer never can. Built solo — TypeScript frontend, Python agents, Three.js visualization, Anthropic SDK, Band multi-agent framework.
19 Jun 2026