From the meLink team
Tag: AI Control
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AI Knowledge Expiry: Why Your Assistant Needs It
AI knowledge expiry keeps stale pricing, policies, and promises from becoming confident mistakes. Give every source an owner and review…
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Treat AI Confidence as a Signal, Not a Guarantee
The real AI risk isn’t the system that says I don’t know. It’s the one that’s confident and wrong. Treat…
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The Correction Loop Is Where AI Actually Learns Anything
Most teams fix the same AI mistake every week and never feed the fix back. The correction loop is how…
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You Can’t Trust an Agent Whose Plan You Can’t See
Agents that run multi-step plans in the dark are unsupervisable. The next real product layer in agentic AI is visibility:…
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Stop Asking Which AI Model Is Best. Ask Where It Should Run.
The most consequential privacy question in business AI isn’t which model you choose. It’s where each task runs. A placement…
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Switch Your AI Off for a Day. You’ll Learn More Than You Think.
The teams getting the most long-term value from AI are the ones who periodically run a lane without it. Steady…
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The AI Handoff Is the Part Nobody Designs
Teams spend all their energy on what AI should do autonomously and almost none on what happens when it can’t.…
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Don’t Hand Your AI Agent the Keys on Day One
Most teams give an AI agent full access on day one and then get burned. The safer model is earned…
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The AI Assistant That Says Nothing Is Doing the Most Work
The loudest AI assistant is rarely the most useful one. The work that matters most — monitoring, drafting, flagging, holding…
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Trump Tells OpenAI to Stagger GPT-5.6: The Government Is Now Your Model Gatekeeper
OpenAI’s GPT-5.6 will ship in limited preview with the Trump administration approving customers one by one. Meta faces pressure for…