Pain Points with Agents

Long-lived chains were hard to debug, costly, and introduced multiple failure points.

Server Actions

Moving orchestration into typed server actions reduced bundle size and let us share validation with Zod.

Edge Functions

Latency-sensitive steps like embeddings are now colocated with data using Vercel Edge functions, keeping p95 below 400ms.

Observability

With Next.js instrumentation hooks we attach span metadata for every AI call, giving SREs clarity during incidents.