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E-Commerce

Specialist systems with incompatible objectives

An e-commerce promotion decided across specialist systems whose objectives genuinely conflict — the kind of decision where no opening proposal satisfies everyone.

This use case matters disproportionately in the benchmark. It is the one where the repair loop actually runs: only 20% of runs settle in round 1, against 85–100% on the other three decisions. The protocol, the floor and the engine are identical across all of them; what differs is the problem.

E-Commerce — a promotion decided across specialist systems

Watch the recording  ·  720p · 8 min · 145 MB

What to watch for

  • The bottleneck agent authoring a candidate the group had not put forward.
  • Cost tracking the difficulty of the decision rather than the length of the protocol.

Variation across decision types