most people don't understand how much leverage a swarm of personal agents gives you. i have poke, instinct, muse, dot, grok bot, pickle, bunch of other agents you've never even heard of doing my bidding (all texting me at once when an unimportant email hits my inbox)
AUTOMATION
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AI agents and human collaboration reshape organizational decision-making
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Thanks for sharing Ufuk @futuristufuk! I think the real change will be less about adding agents to the diagram and more about how the work is shared. As humans and AI agents work together, clarifying decision authority and responsibility will move to the center of organizational design.
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Krea Agent Can Resize Videos
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resize your videos with Krea agent pic.twitter.com/MagHYmn9vH
— Krea (@krea_ai) 5 octobre 2026resize your videos with Krea agent
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5-level scale to distinguish real AI agents from chatbot hype
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Most "AI agents" I get demoed are a chatbot with a to-do list. Every systems integrator this year says they sell agents. Very few do. I've spent 20 years putting automation into companies. I use a 5-level scale to tell the real thing from the costume, and it takes about 30
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Ask AI to evaluate you and suggest workflow upgrades
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if you want to get better at using AI, just ask it to evaluate you and regularly suggest upgrades to your workflow
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Agents Retrieve Operational Context Without Repeated Human Input
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After commissioning, humans stay involved only when something changes, a new line or new interlock. For everything else, the agent retrieves from the model without human input, which is the operational efficiency gain.
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Commissioning Context Once Could Enable Agent Acquired Context
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Sorowka's framing shifts the burden: humans supply context once at commissioning, not on every prompt. That single capture event is what makes the transition from human-supplied to agent-acquired context possible.
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Capturing tacit knowledge for industrial AI agents at commissioning
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Commissioning is the moment to capture tacit knowledge for industrial AI, says Cybus CEO Peter Sorowka, because the person wiring up the machine knows what it is and does. Capture once then, and the agent reads the model instead of asking people repeatedly. Partner content with… pic.twitter.com/Q6swxpE56p
— Lucian Fogoros (@fogoros) 5 octobre 2026Commissioning is the moment to capture tacit knowledge for industrial AI, says Cybus CEO Peter Sorowka, because the person wiring up the machine knows what it is and does. Capture once then, and the agent reads the model instead of asking people repeatedly. Partner content with
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Manus 2.0 launches Cascade agent architecture and Studio workspace
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Manus 2.0: a rebuilt agent architecture called Cascade, a Studio workspace with a video editor, always-on Cloud Computers, and automations triggered by email, Slack or calendar events. Plus Cue, a separate personal agent app in early access.
