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Notes on AIE004Act 1 — Mental Models

Why GenAI Advanced All at Once

Show that all GenAI modalities advanced together because they share the same prediction foundation.

Common perception links GenAI primarily to chatbots. However, GenAI is a broad family of models sharing a single "DNA": Prediction.

Full Explanation

Common perception links GenAI primarily to chatbots. However, GenAI is a broad family of models sharing a single "DNA": Prediction.

  • Text: Predicts the next token.
  • Audio: Predicts the next signal.
  • Image: Predicts structure from noise.
  • Video: Predicts structure across time.

Because they share this underlying mechanism, two acceleration forces kicked in:

  1. Cross-Pollination: A mathematical breakthrough in one modality (e.g., text) now applies to others. Audio scientists can borrow "tricks" from Text scientists because both are optimizing prediction engines.
  2. Resource Injection: The success of ChatGPT proved the viability of this "Prediction Paradigm," flooding the field with capital and talent that lifted all boats at once.

The result is a unified acceleration where improvements in the core model architecture instantly ripple out to improve vision, sound, and language together.

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Alexey Makarov

Alexey Makarov

AI Enablement Strategist and Educator. Leading the AI Center of Excellence at SEFE. Creator of the Unreasonable AI YouTube channel. Based in Berlin.

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