Data and AI releases

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OpenAI Prompt Cache Diagnostics is generally available in the Responses API

Generally availableVerified

For GPT-5.6 and later, developers can compare cache reuse against a previous response, see reasons for cache misses and follow guidance to improve cache hit rates.

LLMsDeveloper tools

Read on developers.openai.com

Also shipped Sep 8, 2026OpenAI in September 2026 →

Shadow traffic for gateways (Preview)

With this preview release, you can use a shadow traffic gateway to send all production requests to a primary service endpoint while mirroring a percentage of those requests to one or more shadow endpoints. Responses from shadow endpoints aren't returned to clients.

Preview
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ABAC DENY policies are in Beta

ABAC DENY policies are in Beta in Unity Catalog. DENY policies can be used to explicitly deny the MANAGE ACCESS CONTROL privilege to prevent specified principals, including object owners, from performing access-management operations. They always take precedence over any grant. For details, see ABAC DENY policies (Beta) .

Beta
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More from OpenAI APIEvery OpenAI API release →

OpenAI Agents API enters public beta

The Agents API runs agents on a managed Codex harness with OpenAI handling session orchestration, context compaction and recovery. It offers durable sessions, streaming, your own tools and MCP servers, and hosted or self-provided sandboxes.

Beta
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Introducing the Agents API

Build and launch cloud agents with the Agents API, a managed service powered by the Codex harness for orchestration, long-running sessions, and tool use.

Update
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