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TimoNova

Tech Observation · Product Experience · Engineering Practice · Personal Growth · Long-termism

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The Evolution of AI Application Architecture: Methods Move into the Model, Boundaries Stay in Reality

TL;DR: AI application architecture will be divided again according to responsibility. Cognitive structures that help models understand, reason, plan, remember, and correct themsel…

Author: TimoNova6 min read

AI and Intellectual Equality (5): Technology Creates Stratification, Equality Requires Rules

TL;DR AI flattens old gaps while creating new layers of inequality. That is not a bug but the default path of technological change. Printing needed public education; the internet …

Author: TimoNova6 min read

AI and Intellectual Equality (4): Access Becomes Universal, Power Concentrates

TL;DR AI applications are spreading rapidly: ChatGPT reached 100 million users in two months, Copilot is embedded in editors, and image models let non-designers create visual work…

Author: TimoNova5 min read

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