The winners of the next decade will look more like Toyota in 1985 than a model lab in 2023.
Failure mode Accountability gap
Where humans meet the system.
Failure mode Input contamination
Inputs as a supply chain. Provenance, quality, rights, lineage.
Failure mode Lock-in and cost drift
Substrate, not commodity. The strategic envelope.