A durable queue can preserve telemetry through an outage, then take longer to catch up. Arrival rate, export capacity and event age explain what recovery looks like.
A missing response can leave a worker already created. Durable operation IDs and the destination’s idempotency contract let a replacement executor recover the original request.
GPT-6 Sol and Luna combine lower token rates with cache-write and cache-read pricing. A repeated prompt can cost less even though its first cached write carries a premium.
An independent checkout request can contradict an agent’s recovery claim. This evaluation separates the agent’s evidence from the grader’s observations and includes a runnable Python example.
Host-memory throttling can keep an inference process alive while its requests slow down. Effective kubelet settings and request deadlines explain the tradeoff.
Herdr combines agent status, terminal panes and session recovery. Its server architecture explains what continues after a disconnect and what a restart restores.
Version checks, durable operation records and independent service checks give a production agent a recovery path when approval or execution becomes uncertain.
A short answer can conceal document retrieval, repeated context and retries. Task-level accounting connects those costs to the work the answer actually saves.
Power and cooling affect the work a GPU pool can sustain. Device signals, request completions and queue growth help distinguish a physical limit from a workload change.
A timed-out scaling request needs a durable record and destination-state checks. Reusable operational skills need to recover unfinished work as well as start it.
A rollback proposal crosses from recorded evidence into a changing system. The handoff carries source references, current preconditions and unfinished actions.