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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vLLM 0.25 Makes Open Model Serving More Product-Ready
vLLM 0.25 upgrades the serving layer for open AI models, while Ollama and llama.cpp sharpen local agent and edge options.
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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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Apple Sues OpenAI for Trade Secret Theft as Safety Head Exits
Apple accuses OpenAI of leadership-directed trade secret theft, OpenAI’s safety head departs, UK finds GPT-5.6 jailbreaks, Meta retreats on Instagram…
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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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ChatGPT Work, Muse Spark 1.1, and Simo’s Exit: OpenAI’s Product War Meets Meta’s Price War
OpenAI shipped ChatGPT Work and GPT-5.6, then lost No. 2 exec Fidji Simo. Meta’s Muse Spark 1.1 undercuts on price.…
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Your AI Prompt Is a Job Description, Not a Wish
Most business prompts are vague wishes that get vague results. Treating a prompt as a job description is the highest-leverage…
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Grok 4.5 and GPT-5.6: xAI and OpenAI Fire the Opening Shots in the AI Price War
xAI’s Grok 4.5 ships at half the cost of Anthropic’s Opus. OpenAI’s GPT-5.6 goes public after Trump lifts restrictions. Here’s…
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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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Microsoft Swaps OpenAI for Its Own MAI Models in Office
Microsoft is routing Word and Excel prompts to in-house MAI models, not OpenAI’s. Plus: Claude Cowork goes mobile, DeepSeek designs…
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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:…