Designing an API endpoint for an AI consumer
Adding a conversational search endpoint to a fare search service raised an interesting question: what does a response shape optimised for an AI assistant look like, versus one optimised for UI code?
Scott Mallinson
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Why our AI assistant's orchestration lives in code
A reflection on where coordination logic should live when building AI assistants into production systems, and why application-layer orchestration beats prompt-driven coordination.
Removing feature flags that outlived their purpose
On removing feature flags that had outlived their purpose, and why leftover flags make a codebase harder to read.
What adding an AI layer taught me about type ownership
Adding an AI layer to existing services surfaced something I'd been ignoring: schema drift. This is what fixing it looked like.