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Better prompt caching for GPT-6

OpenAI Efficiency & Systems 2026-09-22

TL;DR - OpenAI says GPT-6 improves prompt caching to increase cache hit rates and reduce inference latency and costs. The announcement also highlights new diagnostics and controls for managing cache behavior.

  • Higher cache hit rates should allow more repeated prompt content to reuse cached computation.
  • New diagnostics provide greater visibility into prompt-caching behavior.
  • Explicit breakpoints and additional controls give developers more influence over caching.
  • The supplied description does not include benchmarks or implementation details.

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