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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://medium.datadriveninvestor.com/agentic-slms-088eabd05766?gi=ea7a84b73c51",
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"https://tech-now.io/en/blogs/google-remy-ai-is-here-the-ai-agent-that-works-24-7-while-you-sleep",
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"https://tech.eu/2026/05/07/codewords-raises-9m-to-bring-proactive-ai-agents-to-businesses/",
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"https://netpremacy.com/blog/awt/prompt-to-promotion"
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"https://netpremacy.com/blog/awt/prompt-to-promotion",
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"https://www.mindstudio.ai/blog/what-is-proactive-ai-agents-shifting-reactive-anticipatory",
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"https://www.msn.com/en-us/news/other/google-and-sakana-ai-showcase-leap-in-proactive-ai-agents/gm-GM2FE392F7",
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"https://termo.ai/skills/proactive-agent1",
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"https://code.claude.com/docs/en/sub-agents",
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"https://www.serval.com/insights/what-actually-makes-it-automation-proactive",
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"https://dictionary.cambridge.org/dictionary/english/proactive",
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"https://www.mindstudio.ai/blog/what-is-proactive-ai-reactive-to-anticipatory-agents",
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"https://www.msn.com/en-us/news/other/googles-remy-ai-agent-set-for-major-io-2026-reveal/gm-GMAE851236",
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"https://www.forbes.com/councils/forbestechcouncil/2026/04/28/the-four-capabilities-a-proactive-ai-system-needs-to-be-the-next-major-product-category/",
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"https://www.absolutegeeks.com/article/tech-news/google-tests-remy-a-proactive-gemini-powered-ai-agent-for-daily-tasks/",
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"https://www.manufacturingdive.com/spons/from-smart-reactive-to-intelligent-proactive-heres-how-agentic-ai-is-unlo/819247/",
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"https://www.reddit.com/r/AI_Agents/comments/1tb2wsu/the_hardest_problem_in_ai_agents_isnt/"
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