What Are System One Models?
System One Models are designed to make structured, probabilistic decisions that software can use directly. Explore TypeSafe AI’s approach and the idea of machine-native intelligence.
Jev | Rethinking the Interface Between Intelligence and Software
Large language models were optimized to chat with humans. Discover how TypeSafe AI (Jev) is building System One models designed to operate natively inside code as fast, typed decision primitives.
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Earned Intelligence: The Frontier Model Shift Shaping 2026
As frontier models scale, intelligence no longer scales by default. This article explores the shift toward earned intelligence – why systems design, context management, and operational governance now matter more than raw parameter counts.
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Google I/O 2026 and the Rise of the Agentic Internet
An in-depth analysis of Google I/O 2026 exploring how Search, Gemini, agents, commerce, and interfaces are evolving into operational intelligence systems and shaping the rise of the agentic internet.
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Earned Intelligence: The Only Kind That Scales in 2026
A DataGuy manifesto defining earned intelligence, the system-level properties AI must have in 2026 to survive scale, scrutiny, and real-world use.
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What Actually Mattered in AI in 2025
A year-end DataGuy manifesto on why AI in 2025 revealed the limits of scale, context, autonomy, and control – and why systems, not models, defined what actually mattered.