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Radius Aerospace and LeanDNA provide evidence of factory-first supply execution

WARNING: Digital twins can create a second version of capacity if planning systems are not synchronized

Energy-aware scheduling research makes production trade-offs measurable

Multi-agent supply-chain AI may require satisficing rather than local optimization

How Levelled Pull Flow Can Stabilize Production

Komugi Connects PIC, PDP, Workload Planning and Scheduling in a Single Industrial Decision Chain

Capacity planning software should be selected by constraint fidelity, not vendor ranking

A digital twin is useful only when it feeds one governed capacity truth

Self-steering supply chains are arriving before companies have defined who owns the decision

Optessa

Asprova

PlanetTogether

Synchro

ROB-EX Scheduler

Siemens Digital Industries Software

OMP