From the meLink team
Author: Marc Uberstein
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AI Adoption Debt Is a Hidden Growth Tax
AI adoption debt builds when useful experiments lack owners, boundaries and review. Make important AI workflows explainable and transferable.
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Google Antigravity Boost Adds a Verification Loop
Google Antigravity Boost adds an on-demand multi-agent reasoning and verification pipeline for difficult engineering work.
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AI Customer Signals Are Product Research
AI customer signals turn recurring questions into product evidence, helping small teams improve pages, promises, and human routes without surveillance.
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ChatGPT Work Turns Prompts Into Live Agents
ChatGPT Work now reaches files, browsers and workflows. The opportunity is real; the winning design keeps permissions, proof and human…
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AI Consent Expiry Keeps Trust From Going Stale
AI consent expiry gives business AI a clear purpose, a time boundary, and a respectful renewal moment instead of an…
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Hy4 Preview Puts 1M-Token Agents on the Table
Tencent’s Hy4 preview brings open weights and million-token context to agent builders—but routing, evaluation and review still decide the outcome.
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AI Baseline Week: Measure Before You Automate
An AI baseline week shows what a business workflow really needs before automation—so small teams can improve service without losing…
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GLM-5.3 Open Weights Put Agent Risk in View
GLM-5.3 open weights bring stronger coding and long-horizon tasks to builders. The important question is how to evaluate and deploy…
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AI Operating Roles: Stop Hiring One AI Hero
Small teams do not need an AI department. Four clear operating roles make one useful AI lane accountable, durable and…
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Gemini Omni 1.1 Flash Brings Video Under Control
Gemini Omni 1.1 Flash adds scene extension, preview controls and 4K output. Why its workflow controls matter to AI builders.