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

Google shares a guide for long-running agents

Design agents that reliably pause and resume long tasks.

SOURCE CHECK

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Sources

Key Points

  • 1Emphasizes explicit state management
  • 2Event-driven pause/resume to reduce waste
  • 3Multi-agent delegation for real workflows

Google published an ADK tutorial for agents that can pause and resume without losing context. The core idea is explicit state, not replaying long chat history. It’s aimed at workflows that span days or weeks in real operations.

Key point

Google Developers explained how to design long-running AI agents with ADK. They can pause and resume while keeping the surrounding context intact.

Impact

This is useful for jobs that need oversight, overnight execution, or human checkpoints. It gives developers a better pattern for practical automation.

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