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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Local AI Releases That Matter to Real Products
A quiet release day still showed why local AI deployment, compatibility fixes and portable workflows matter for practical agentic products.
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An AI Evaluation Set Beats a Perfect Demo
An AI evaluation set turns real customer work into a repeatable test, so small teams can improve automation without trusting…
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Local AI Tooling Gets Safer: Why Small Releases Matter
Local AI tooling is getting better at clear agent boundaries. Here is why recent llama.cpp and Ollama changes matter to…
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Cloudflare’s Agent Browser Signals a Platform Shift
Cloudflare built an agent browser in V8 isolates, AMD bought Taalas to bake inference into silicon, and Databricks open-sourced its…
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AI Persona Design Beats Prompt Polishing Every Time
The persona you give an AI shapes every answer. Stop polishing prompts and design the role, constraints, and disposition first.…
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Why a Single AI Agent Beats a Swarm You Can’t Watch
Multi-agent AI swarms add coordination overhead and cascading failures. A single AI agent with clear scope beats a swarm for…
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OpenAI Unleashes GPT-5.6 Luna Free, DeepSeek Raises Prices
OpenAI gives free users unlimited GPT-5.6 Luna chats while DeepSeek reverses price cuts and Alibaba eyes Qwen fees.
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Your AI Privacy Strategy Is a Product Decision
Privacy is not a compliance checklist. Your AI privacy strategy is a product feature that builds trust, reduces churn, and…
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Google DeepMind Reorganization: Hassabis to Chair
Google DeepMind reorganization: Hassabis becomes Chair, Koray leads as SVP, and Jeff Dean departs after 27 years for an independent…
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What AI Hallucinations Actually Cost Your Business
AI hallucinations carry real costs: brand damage, legal exposure, lost trust. Learn to price that risk and where humans must…