streaming

Trace a dropped stream through bounded queues, engine cancellation and safe resource release; define what retries and incomplete delivery mean.

Work two audio timelines: input accumulation before transcription and playback starvation after synthesis. Compare real-time factor, response delay and safe concurrent capacity without mixing their units.

Choose the release boundary, account for buffering delay, and keep policy versions attached to decisions. Extend the design to queued review and appeals.

Track request admission through a concrete page-reservation example, then connect scheduling, growth and stream cleanup to measured service limits.

Separate durable conversation state from live generation, bound streaming buffers, and make reconnect, cancellation and free-tier budgets explicit.

Trace usage from execution to one settled charge. Distinguish requests, attempts and events, then handle cancellation, late records, replay and reconciliation.

Stream a trace with an explicit record format, bounded access groups and measured aggregation size. Preserve group identity and report rejected data.

Decode fragmented UTF-8 with an incremental codec. Test malformed bytes, truncated endings and the boundary between byte decoding and event parsing.