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We study how AI can take on long work, learn from checked experience, and say where it is unsure.

Our research diary: what we are building, the maths behind it, and the questions we cannot answer yet.

A blue cut gemstone with four labels around it in a loop: Generate, Act, Verify and Remember

Research diaryOctober 30, 2026Sapphire and the path to general artificial intelligenceZvena's research diary on joining a language model, the choice of actions and memory into one checkable working loop. The idea, the maths and 19 explanatory animations.Read the entry

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Research diaryOctober 30, 2026Sapphire and the path to general artificial intelligenceZvena's research diary on joining a language model, the choice of actions and memory into one checkable working loop. The idea, the maths and 19 explanatory animations.