From the meLink team
Tag: meLink avo
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An AI Exit Plan: Why Every Business Agent Needs One
An AI exit plan protects customers, data and teams when a workflow changes, fails, or simply outlives its purpose.
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Your AI Workflow Needs a Release Notes Habit
AI workflow versioning turns model, prompt, and policy changes into accountable releases customers and teams can trust.
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Every AI Agent Needs a Spend Limit Before More Autonomy
AI spend limits make token costs, retries, and human review an operating rule, so useful agents stay economically useful.
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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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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 Pause Button Is an AI Feature
The most trustworthy AI products do not remove every pause. They design the moments where an assistant slows down, explains…
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The approval layer is where AI becomes business software
The next useful layer of AI adoption is not a bigger prompt box. It is a clear approval layer that…