OpenAI Responses Streaming in Production: Backpressure, Chunk Reassembly, and Timeout Budget

Most streaming failures are not about “can it stream”, but “does it stay stable under load”: broken chunks, stuck clients, timeout cascades, and retry storms. ...

March 27, 2026 · 2 min · mengboy

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 API Streaming in Go: Timeouts, Retries, and Observability

Production streaming fails in two predictable ways: users wait while the stream silently drops, and your logs say “timeout” without telling you where it actually broke. This guide gives you a practical Go pattern for OpenAI Responses API streaming with strict timeout boundaries, safe retries, and useful telemetry. ...

February 23, 2026 · 2 min · mengboy