Notes on real-time interaction models and AI creation products

Public notes from our work on creator experience, post-production agents, and model-product integration.

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From Civilization’s Turn-Based Era to StarCraft’s Real-Time Era: The Paradigm Shift AI Products Are Entering

A long-form essay on PACE Engine, real-time interaction models, and product paradigms for video creation agents.

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Real-time interaction models

How models perceive, predict, and participate continuously on the user's timeline.

Video creation agents

Product thinking around post-production, action chains, and creator control.

Model-product integration

Deriving model objectives from product context, and letting capability boundaries shape the interface.