Delivery, Reliability and FinOps
CI and canaries for models, incident response and postmortems, multi-tenancy and billing, client-side retries and timeouts, and unit-cost FinOps.
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- ▶ Up next15 min+50 XPCI for models: tests, canaries, shadow traffic and rollbackA delivery pipeline for LLM services: what to test on every change, release bundles, shadow traffic and canary…
- Pro14 min+50 XPIncident response, game days and blameless postmortemsRunning incidents for LLM services: severity levels, roles, a diagnosis flow for slow, wrong and failing inference…
- Pro14 min+50 XPMulti-tenancy, quotas and usage billingServing many customers from one fleet: tenant identity, token-based rate limits and quotas, fair scheduling…
- Pro14 min+50 XPClient code: timeouts, retries, streaming and SDK designWhat a well-behaved LLM client does: layered timeouts, retries with jitter and budgets, idempotency, streaming parse…
- Pro15 min+50 XPFinOps for LLM inference: unit cost, utilisation, spot and reservedCompute cost per million tokens from first principles, find where money leaks (idle GPUs, low batch, long prompts…