anish E=mc² talwar @technogsalad
Designer sharing design wisdom | currently @Microsoft anishtalwar.design Montréal, Québec Joined July 2009-
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Good UX in ML systems isn’t just about model accuracy. It’s about designing feedback loops where user behavior shapes outcomes. Systems thinking helps us see not just the interface, but the ripple effects—biases amplified, incentives created, trust built (or lost). #uxui #AI #ML
Every design decision happens inside a system of trade-offs. If you don’t map the trade-offs, you’re just moving entropy around. #uxui #DesignWisdom #UIUXDesign #productmanagement #systemthinking
Product tip - Features die when you optimize for ship velocity instead of user adoption velocity. #productmanagement #ux #DesignWisdom #AI
Pixel alignment matters less than data alignment. Misaligned information breaks comprehension faster than misaligned icons. #design #UX #data #UIUXDesign #designWisdom
AI-guided user modeling turns static personas into dynamic, evolving profiles. UX now proactively adapts to each user’s changing context and needs. #UserModeling #AdaptiveUX #AIUX #MachineLearning #uxuidesign
Generative UX via multi-agents is about decentralization: no single designer controls the experience; multiple agents align dynamically to craft personalized journeys. #DecentralizedDesign #MultiAgentAI #GenerativeUX #UXDesign
My rationale behind Multi-Agent UX: design is no longer static, but a continuous conversation among specialized AI agents, guided by user intent and real-time context. #AgentiveDesign #ConversationalUX #AI #UX #UXDesign
Exciting times: UX is now fundamentally about shaping distributions of experiences rather than single, deterministic paths. #ProbabilisticUX #MachineLearning #AIagents #GenerativeDesign #UXDesign
Multi-agent UX: agents debating the best UI on the fly, guided by LLM referees. Humans enjoy the outcome; designers enjoy the spectacle. 🤯 #MultiAgentSystems #GenerativeUX #AI #UXDesign
Interfaces are conversations. Leveraging transformer-based LLM embeddings enables dynamic, context-aware dialogue between products and users. #ConversationalUX #TransformerModels #DesignScience #GenAI #UX #UXDesign
GANs can generate thousands of design iterations, but biased training data skews outputs toward suboptimal solutions. Techniques like SMOTE for class imbalance or adversarial debiasing for fairness #UX #GenerativeDesign #AI #MachineLearning #ProductDesign #DataScience #AIBias
Behavioral biometrics and AI in UX adapt interfaces via micro-interactions like scroll velocity to refine usability—privacy remains a factor. #UX #AI #Usability #DataDrivenDesign #TechEthics #UXMatters #ML
The "MCP Protocol" by @AnthropicAI is like the way you talk to waiters - you use the same words and way of ordering no matter which waiter you're talking to. You don't need to know which kitchen your food is coming from! Solid stuff 👏👏 #claudeai #AI
Playing around with micro-interactions 😎 #ux #uidesign #microinteraction #React #motion

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