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AI Fundamentals
Level: Beginner58 lessons
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AI History and Evolution

Where AI Stands Today

Modern capabilities, limitations, multimodal assistants, and early AI agents.

In this lesson

Current capabilities

Modern models can work across text, images, audio, and code; summarize long files; support research and analysis; and use external tools in multistep workflows.

The field has moved from narrow, task-specific systems toward general foundation models adaptable to many tasks.

Adoption

Stanford AI Index 2026 reports that 88% of surveyed organizations used AI in 2025, while deployment of autonomous agents remained early.

Important limitations

  • Models can fabricate facts or sources.
  • High-stakes decisions still require human review.
  • Compute, energy, and data remain costly.
  • Privacy, security, and fairness require active management.

Stanford AI Index 2026