① INPUT
② PLAN + MODEL + ENGINE
③ MULTI-CRITIC REVIEW
INPUT
You
AGENT 1
Planner
RAG
Retrieval
AGENT 2 · LLM
Modeler (LLM)
ENGINE
CadQuery
AGENT 3
Visual
AGENT 4
DfM
AGENT 5
Standards
AGENT 6
Verifier
RAG STORE
Knowledge
④ OUTPUT

Final Product

M8 hex bolt · Al-6061-T6
building…
mass— g
materialAl-6061-T6
max stress— MPa
safety factor
parts— / 4
verifier
STAGE 0 / 8 ▶ Press play to run a full multi-agent design loop
AGENT 1 — Planner RAG layer AGENT 2 — Modeler (LLM) AGENT 3 — Visual AGENT 4 — DfM AGENT 5 — Standards AGENT 6 — Verifier

Agent

function()
Role
Inputs
Outputs
Model
Source