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AI literacy

A practical guide to AI literacy: how people learn to understand, question, validate, and use generative AI responsibly in education, work, and everyday decision-making.

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Visual explainer showing how an LLM learns during training and how a trained LLM generates a reply using tokens, transformer layers, weights, attention, loss, and next-token prediction.

How an LLM Learns and Builds a Reply

Society & Education

A visual explainer showing the difference between training an LLM and using a trained LLM. See how tokens move through transformer layers, how weights change during training, and why weights stay fixed while a reply is generated one token at a time.

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Interactive visual explainer showing how AI assistants use context, tokens, transformer layers, tools, and generation loops to create an answer.

Interactive AI Explainer: How AI Assistants Actually Work

Society & Education

Explore how AI assistants like ChatGPT, Claude, and Gemini turn a request into an answer. This interactive explainer visualizes context windows, tokens, transformer layers, tool use, complex work loops, and next-token generation in plain English.

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Interactive dashboard titled “Generative AI and the Rise of the Mass Knowledge Society” showing a 39 out of 100 transformation meter, assumption sliders, scenario comparisons, and a map of AI access, knowledge access, expertise shift, speed, pseudo-expert risk, and platform dependency.

Generative AI and the Rise of the Mass Knowledge Society

Society & Education

Generative AI is changing more than productivity. It is reshaping how people access knowledge, learn new skills, use expert-like support, and make decisions in everyday work.

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Simfluence Simulations
Simfluence creates interactive tools and widgets for product explainers, scenario simulations, what-if analysis, workflow and funnel visualization, and system and behavior modeling.

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