Interactive Tutorial
EVOLUTION of AI
From statistical curves to reasoning machines—how each breakthrough solved the limitations of the last, leading to models like Claude.
Machine Learning History
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TIMELINE
Historical Context
Key Milestones in AI
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Why It Matters
THE STAGES
07 Stages of Evolution
Where We Are Now
Models like Claude represent the culmination of 80+ years of research
Each limitation today becomes tomorrow's research frontier. The journey from simple regression lines to reasoning machines demonstrates how persistent innovation transforms constraints into capabilities.
Transformer architecture for parallel, attention-based processing
Massive scale enabling emergent capabilities
RLHF to align outputs with human preferences
Constitutional AI for safety and helpfulness