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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Meta’s Muse Wonder Turns Memory Into an Agent Feature
Meta’s Muse Wonder uses active memory and focus to turn agent continuity into a product feature for teams and personal…
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AI Operational Slack Makes Automation Stronger
AI operational slack gives small teams room for exceptions, keeping automation useful when customer questions need human judgment.
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Sakana MASS Turns Teamwork Into Agent Training
Sakana MASS turns agent teamwork into training data. Here is what its early research means for builders, evaluation and safer…
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Nvidia Reflection AI Talks Put Open Weights on Watch
Nvidia Reflection AI talks put open weights, deployment portability and agent-stack independence under a sharper spotlight for builders.
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AI Coverage Capacity Is a Better Growth Metric
AI coverage capacity helps small teams serve more high-intent moments with honest routes, approved evidence and clear human handoffs.
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Cloudflare Deno Deal Reshapes Agent Hosting
Cloudflare’s Deno deal moves a runtime team toward Workers and Durable Objects, raising the stakes for stateful, portable agent hosting.
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AI Contract Testing Makes Agents Safer to Change
AI contract testing helps teams change models, tools and sources without quietly breaking the business rules customers rely on.
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Liquid D1 Moves Multimodal Decisions to the Edge
Liquid D1 brings compact open-weight decision models to text, vision and audio, giving builders a clearer way to route bounded…
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AI Retry Design Keeps Agents From Doing It Twice
AI retry design prevents duplicate actions by giving agent workflows stable IDs, clear uncertain states and safe human recovery paths.
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GPT-6 and Claude Haiku 5.5 Split the Agent Stack
GPT-6 and Claude Haiku 5.5 make a split agent stack practical: richer customer interactions paired with fast, lower-cost supporting work.