Model prompts itself better than I do, so I built an orchestrator for my orchestrator: the ambassador

cephaloform · x · 2026-09-07

The author noticed the model is better at prompting itself than they are, so they built an orchestrator for their orchestrator, named the ambassador.

The idea is representative: instead of manually tuning instructions for an orchestrator, let another model (the ambassador) handle communication with it — writing and iterating prompts on the human's behalf, creating a model-manages-model layered architecture.

Related event: Developer Builds an "Ambassador" Layer After Finding Models Write Better Prompts(2 posts)→

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