From the meLink team
Insights & updates
Recent findings, new breakthroughs, and latest prototypes from our team – plus our take on AI news, privacy, hardware, and how intelligent tools are changing the way we work and live.
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Google Gemini Delay Is an Agent Reality Check
A reported Google Gemini delay, plus fresh open-weight releases, shows why reliable AI products need choices beyond the newest model.
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Stop Calling Every AI Mistake a Hallucination
An AI error taxonomy helps small teams fix the right problem: knowledge, instructions, tools, policy boundaries, or execution.
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Apple Intelligence Gets China Approval With Alibaba’s Qwen
Apple Intelligence’s China approval with Alibaba Qwen shows why practical AI needs local partners, clear routing and tested agents.
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An AI Memory Receipt Makes Useful Recall Accountable
An AI memory receipt makes each retained detail visible: what it is, why it is kept, who owns it, and…
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DeepMind Calls for Rules as AI Agent Identity Gets Real
DeepMind urges a standards body while AWS advances signed bot verification. The missing layer for practical AI agents is identity.
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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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Anthropic’s Claude Values Study Shows Why Agent Safety Is Contextual
Anthropic’s Claude values-by-language study shows why agents need contextual testing, clear boundaries and reliable human handoffs.
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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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Ollama’s Agent UI Is a Useful Signal on a Quiet AI News Day
Ollama’s new agent UI is a useful prompt for builders: design permissions, review and model choice before the next frontier…
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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.