Shipping a feature across four services meant coordinating an AI backend, a fare search service, and two frontend components. Along the way: a silent configuration bug, a duplicate event contract, and an HTML injection path.…
Cross-service work: shipping an end-to-end conversational flight search flow, instrumenting an MCP server with privacy-aware observability, improving AI coding assistant context injection, and cleaning up inconsistent naming across the codebase.…
A reflection on where coordination logic should live when building AI assistants into production systems — and why application-layer orchestration beats prompt-driven coordination.…
Adding an AI layer to existing services surfaced something I'd been quietly ignoring: schema drift. Here's what fixing it actually looked like.…