One prompt can now drive more of your workMore support for defending infrastructure and open sourceSee Claude’s rules updated for newer risksGPT-6 Intelligent UI makes conversations visual and interactiveClaude Haiku 5.5 delivers low-cost, high-performance AICreate visual, interactive answers from a simple chatRun high-volume tasks with a cheaper fast modelShare new mathematical results on GitHub to accelerate researchEasier access to advanced Claude models for security workRun image, audio, and video search on-device with one modelAtlassian integration makes company knowledge easier to useDecisions beta speeds up typed answers from text and imagesAnthropic expands safer access to advanced cyber featuresEnable text watermarking via API for EU complianceClaude training becomes easier for enterprise teamsAnthropic invests in workforce training for enterprise adoptionEnterprise adoption and training get easierGoogle's Gemini 4 Argon makes heavy tasks easier to offloadGemini 4 Argon is built for long professional tasksUse Astra-level performance affordably in daily workOne prompt can now drive more of your workMore support for defending infrastructure and open sourceSee Claude’s rules updated for newer risksGPT-6 Intelligent UI makes conversations visual and interactiveClaude Haiku 5.5 delivers low-cost, high-performance AICreate visual, interactive answers from a simple chatRun high-volume tasks with a cheaper fast modelShare new mathematical results on GitHub to accelerate researchEasier access to advanced Claude models for security workRun image, audio, and video search on-device with one modelAtlassian integration makes company knowledge easier to useDecisions beta speeds up typed answers from text and imagesAnthropic expands safer access to advanced cyber featuresEnable text watermarking via API for EU complianceClaude training becomes easier for enterprise teamsAnthropic invests in workforce training for enterprise adoptionEnterprise adoption and training get easierGoogle's Gemini 4 Argon makes heavy tasks easier to offloadGemini 4 Argon is built for long professional tasksUse Astra-level performance affordably in daily work
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AI summarized from verified sources

OpenAI guide: structure prompts for caching wins

Cuts latency and cost for repetitive, instruction-heavy flows.

SOURCE CHECK

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Key Points

  • 1Cache relies on exact prefix matches
  • 2Place static content first, variable content last
  • 3prompt_cache_key can improve hit rates

OpenAI’s Prompt Caching guide recommends putting static instructions/examples first and variable user data last. Cache hits depend on exact prefix matches, so ordering can make or break the benefit. Repetitive workloads can see faster responses and lower costs.

Key point

OpenAI’s Prompt Caching guide recommends putting static instructions/examples first and variable user data last. Cache hits depend on exact prefix matches, so ordering can make or break the benefit. Repetitive workloads can see faster responses and lower costs.

Impact

Cuts latency and cost for repetitive, instruction-heavy flows. Key checks: Cache relies on exact prefix matches / Place static content first, variable content last / prompt_cache_key can improve hit rates.

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