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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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.
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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…