Long-Running AI Agents Need a Task System, Not a Better Chat Window
A practical product architecture for AI work that can pause, request approval, retry safely, hand work to a person, and produce a verifiable result.
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Concepts
Clear explainers for emerging AI, SEO, software, workflow, and growth concepts.
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New research across AI search, software demand, tools, and multilingual growth.
What Is Outlook IT?
A guide to Outlook IT: what we track, who we write for, and how to use the site to spot early AI search, software, paid workflow, and web growth opportunities.
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Context Engineering: The Layer Between Prompts and Reliable AI Products
Context engineering is the practical work of selecting, shaping, testing, and updating the information an AI system uses before it answers or acts.
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