Guides, news and explanations about AI and reliable systems.
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Claude’s on-demand compaction lets an application replace older conversation history with a signed summary. A conditional restart shows why the summary must preserve relationships between instructions.
Host-memory throttling can keep an inference process alive while its requests slow down. Effective kubelet settings and request deadlines explain the tradeoff.
How Kubernetes metadata connects telemetry to workloads, and how to test the queries and paging routes that depend on it during a v1 migration.
The permissions, state and recovery paths an agent needs when its tool calls can change a running service.
A reusable procedure needs more than instructions. Preserve the operation and check the destination after a timeout before another run changes it again.
An error-budget hold needs a route for an urgent repair. Fresh measurements, artifact-specific exceptions and recovery criteria determine how that route works.
A reference design for duplicate deliveries and partial API success, with durable incident identifiers and summaries drawn from the resulting record.
Follow one worker restart through permission, shared limits, an uncertain outcome and an independent recovery check before increasing automation.
