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[weekly-digest] write /_internal/weekly-digest/seen.json
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.agent-state/weekly-digest/seen.json

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"https://www.explosion.com/186813/google-turns-gemini-into-a-proactive-ai-agent-with-spark/",
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"https://www.teamazing.com/blog/proactive-ai-agents-guide/",
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"https://articles.emp0.com/proactive-ai-agents-workflow-automation/",
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"https://www.makeuseof.com/gemini-spark-launch-ai-agent-no-coding/"
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"https://www.makeuseof.com/gemini-spark-launch-ai-agent-no-coding/",
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"https://arxiv.org/abs/2605.25971",
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"https://www.mindstudio.ai/blog/proactive-ai-agents-claude-dreaming-future",
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"https://www.globenewswire.com/news-release/2026/05/27/3302152/0/en/Talkdesk-introduces-proactive-AI-agents-to-drive-growth-in-retail-and-financial-services.html",
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"https://www.finopotamus.com/post/talkdesk-introduces-proactive-ai-agents-to-drive-growth-in-retail-and-financial-services",
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"https://arxiv.org/html/2605.06717v1",
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"https://www.talkdesk.com/news-and-press/press-releases/outbound-ai-agents/",
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"https://www.msn.com/en-us/news/technology/google-unveils-gemini-spark-a-24-7-proactive-ai-agent/ss-AA23QnU4",
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"https://www.mykxlg.com/online_features/press_releases/floatboat-launches-the-proactive-agent-os-that-runs-work-from-the-calendar/article_66891d86-c05a-5116-84a7-839639fad2c0.html",
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"https://www.nextiva.com/blog/what-is-agentic-ai.html",
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"https://levelup.gitconnected.com/hermes-agent-the-future-of-proactive-ai-9383079acf22",
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"https://thenextweb.com/news/talkdesk-proactive-ai-agents-retail-financial-services",
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"https://www.youtube.com/watch?v=a9S9y0fy9FE",
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"https://customerservicemanager.com/talkdesk-unveils-proactive-ai-agents-to-drive-growth-in-retail-and-financial-services/"
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