Chat middleware

Request middleware transforms normalized chat parameters before dispatch. Response observers run after streaming finishes and receive an immutable summary.

How it works

Middleware can use cluster embeddings through its extension context. Handle unavailable embedding capacity gracefully. Observers can log or index; they cannot rewrite an already-completed stream.

Complete contract

Read the Skulk™ 2.0 development guide for the complete parameters, constraints, examples and operational behavior.