OpenAI Responses + Go Stream Recovery: Delta Persistence, Resume Tokens, and Duplicate Chunk Dedup

In production, the painful part is not “streaming is slow.” It’s “streaming breaks and then duplicates output after reconnect.” This guide gives you a practical recovery loop: delta persistence + resume token + idempotent dedup, so reconnection does not replay garbage. ...

March 23, 2026 · 4 min · mengboy

OpenAI Responses + Go: Taming Retry Storms with Idempotency Keys, Jittered Backoff, and Circuit Breakers

The most expensive outage is not a single failure — it is a failure amplified by retries. In an OpenAI Responses + Go tool-calling stack, missing idempotency, jittered backoff, and breaker thresholds can turn 10 failing requests into 1000 downstream calls in minutes. ...

March 4, 2026 · 3 min · mengboy