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Deep Dive - Agent Backend & SCM Integrations1 / 2

1 min lesson

Why request/response breaks

Match each case in "Why request/response breaks" to the signal and response that fit it.

Step 1 of 2

Why request/response breaksthe wrong default

Long-running

A run can outlive any single HTTP timeout or deploy.

Holding a connection open for the whole run wastes a server slot and dies on the first restart.

Stateful

Context, tool results and partial edits accumulate across many model calls.

That state must survive a crash, not live only in process memory.

Bursty

Load is spiky: a model release or a workday peak floods the queue.

Provision for the burst with backpressure, not for the average with hope.

Expensive

Every LLM call has real per-token cost and latency.

A retry storm or a runaway loop is a bill, not just an error rate.