GPT-5.6 Sol API and credit pricing cut by over 20%Claude Security now scans GitHub repos with Mythos 5Zero Data Retention continues with Private Safety Processing preview for stronger safetyClaude can now send Gmail emails and manage Google Drive filesStrengthen monitoring for high-risk training and pause RL runsApproved defenders can advance advanced vulnerability research with GPT-5.6-CyberCyclone forecasts now provide over a day of extra lead timeTalk while reasoning or using tools without conversation breaksAI delivers new results on 10 long-standing math problems with proofs releasedGPT-5.6 Luna and Terra prices drop 80% and 20%, with faster Sol option addedOpus 5 now available on all paid plans and APISecurely link health records to understand symptom changes and test results in contextRun code inside notes for deeper analysisGPT-Red boosts prompt injection resistance significantlyCut lesson prep time with AIYou can move from conversation to documents fasterRun AI inference in the browser and cut wait timeReview how you use Claude and cut wasteLong tasks can move from draft to presentation more easilyTrack the latest safety rules for bigger modelsGPT-5.6 Sol API and credit pricing cut by over 20%Claude Security now scans GitHub repos with Mythos 5Zero Data Retention continues with Private Safety Processing preview for stronger safetyClaude can now send Gmail emails and manage Google Drive filesStrengthen monitoring for high-risk training and pause RL runsApproved defenders can advance advanced vulnerability research with GPT-5.6-CyberCyclone forecasts now provide over a day of extra lead timeTalk while reasoning or using tools without conversation breaksAI delivers new results on 10 long-standing math problems with proofs releasedGPT-5.6 Luna and Terra prices drop 80% and 20%, with faster Sol option addedOpus 5 now available on all paid plans and APISecurely link health records to understand symptom changes and test results in contextRun code inside notes for deeper analysisGPT-Red boosts prompt injection resistance significantlyCut lesson prep time with AIYou can move from conversation to documents fasterRun AI inference in the browser and cut wait timeReview how you use Claude and cut wasteLong tasks can move from draft to presentation more easilyTrack the latest safety rules for bigger models
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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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