18 minutesAWS re:Invent 2025 - Implementing Human-in-the-Loop Controls for Multi-Agent AI Systems (CNS428)
See how approval gates can be implemented as explicit workflow checkpoints rather than informal manual review after something goes wrong.
OpenAI. OpenAI's own Build Hour on prompt caching — the 1024-token threshold, the prefix-stability requirement, steep audio-caching discounts for realtime (check the current pricing page for the exact rate), time-to-first-token impacts at long inputs. Useful when you are sizing the engineering effort to actually hit the cache reliably on your production prompts.
Well under our view bar but it's the official deep dive; the 1024-token threshold and prefix-stability rules decide whether caching works for you at all, and current rates live on the pricing page.
Use prompt caching only when stable prefixes, latency and cost behavior match the workload.
You should already be shipping prompts against the OpenAI API — the session is about hitting the cache reliably in production.
Last reviewed: May 18, 2026
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