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 BriefingOpenAIGuides & Tips00:00

AI summarized from verified sources

Tips for long‑running agents: Skills & Shell

It helps you design agents that stay on track over many steps.

SOURCE CHECK

1 sources

VERIFIED

Sources

Key Points

  • 1Skills reuse procedures for consistency
  • 2Shell enables dependency installs and execution
  • 3Compaction preserves context in long runs
  • 4Shares practical pitfalls and mitigations

OpenAI published a developer post on building long‑running agents. It covers reusable Skills, an executable Shell environment, and Compaction to preserve context efficiently. The goal is more reliable multi‑step work in production. It requires understanding the Responses API stack.

Key point

OpenAI published a developer post on building long‑running agents. It covers reusable Skills, an executable Shell environment, and Compaction to preserve context efficiently. The goal is more reliable multi‑step work in production. It requires understanding the Responses API stack.

Impact

It helps you design agents that stay on track over many steps. Key checks: Skills reuse procedures for consistency / Shell enables dependency installs and execution / Compaction preserves context in long runs.

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