Data science
fromMedium
14 hours agoContext matters... A lot
Large language models excel at tasks but struggle with context, leading to potentially misleading answers despite their capabilities.
The convenience of sourcing online is fraught with more pitfalls than most of us want to admit. Try finding adequate photos of a vintage piece's condition-close-ups of the fabric, video of damaged areas, any images of a piece's rear or underside!
AI Mode can use your previous conversations, along with places you've searched for or tapped on in Search and Maps to deliver more relevant options, personalized to you. So if AI Mode infers that you have a preference for Italian food, plant-based meals, and places that have outdoor seating, you may get results suggesting options like these.
Performance is a critical factor in user engagement, where even minor delays in loading can deter users. A clean and simple user interface also contributes significantly to user retention.
Today's marketers operate in an environment shaped by algorithms that surface signals in real time, showing us what resonates, what converts and where attention is moving. Data is no longer a support function. It is the foundation of modern marketing.
AI is disrupting more than the software industry, and is doing so at a breakneck speed. Not long ago, designers were deep in Figma variables and pixel-perfect mockups. Now, tools like v0, Lovable, and Cursor are enabling instant, vibe-based prototyping that makes old methods feel almost quaint. What's coming into sharper focus isn't fidelity, it's foresight. Part of the work of Product Design today is conceptual: sensing trends, building future-proof systems, and thinking years ahead.
Your junior designer spins up a prototype in Lovable before lunch. Your PM shows you a "working" MVP built entirely with Cursor within a day. And your CEO forwards you a LinkedIn post about how AI will replace 80% of UI work by 2026. And it seems like anyone can now make an app to solve a specific problem. Has the graphical interface really died, as Jakob Nielsen provocatively suggests?