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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Claude Sonnet 5.5 Speeds Up Everyday Agents
Claude Sonnet 5.5 brings a faster, lower-cost agent tier as xAI adds shared Team Bots – a practical signal for…
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AI Coordination Tax: When More Agents Slow Work
AI coordination tax is the hidden cost of extra agent handoffs. Learn when specialist agents create control and when they…
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Ember-1 Cuts Agent Reasoning Tokens by 40%
Ember-1 targets a costly agent problem: repeated reasoning. Here is why token-efficient model serving deserves a closer look.
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AI Cache Policy: Faster Answers, Fewer False Promises
A practical AI cache policy keeps fast assistants useful without replaying stale prices, private context, or promises the business cannot…
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OpenAI Agents Need Explicit Permission Boundaries
A new report on OpenAI agents is a reminder that agentic systems need explicit permissions, clear tool scopes and human…
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AI Source Conflicts Need a Human Rule
AI source conflicts need a clear rule: show what is known, route uncertainty safely, and fix the business truth behind…
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Microsoft Copilot Autopilot Turns Work Into a Queue
Microsoft Copilot Autopilot signals a shift from chat to visible, governed work queues. Here is what builders should take from…
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AI-Ready Website Content Starts With a Clear Offer
AI-ready website content gives visitors and assistants the same clear offer, evidence, limits and next step—without turning your site into…
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AI Accessibility Design Is a Business Requirement
AI accessibility design keeps business assistants useful for more people with clear routes, human help and control at every step.
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Google Project Suncatcher Takes AI Compute to Orbit
Google Project Suncatcher puts orbital compute research next to a practical agent-security lesson for builders: verification still matters.