From the meLink team
Tag: context design
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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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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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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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Before You Let AI Act, Build a Way Back
The question that decides how far a business lets AI go is not whether it is smart. It is whether…
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Your AI Assistant Needs Working Memory, Not a Bigger Brain
Bigger context windows will not fix messy AI experiences. Useful business assistants need disciplined working memory: the right context, at…
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Privacy Is a Product Decision, Not a Policy Page
The next wave of useful AI will not be won by assistants that know everything. It will be won by…