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The Fylo Blog

Scientific knowledge graph infrastructure illustration
ResearchVision

We built engines for text. We need infrastructure for truth.

Science is drowning in papers, but starving for structure. We introduce Fylo — a living knowledge graph where claims link to evidence, contradictions surface automatically, and reasoning compounds instead of decaying.

All articles

A state space for scientific work — claim, belief, and action as geometric axes
ResearchVision

A State Space for Science

Scientific software treats a hunch and a validated protocol as neighbors because they are both text. Claim, belief, and action define a geometry that makes the difference visible.

The Epistron — a new computational unit for structured scientific belief
ResearchEpistron

The Epistron

We introduce the Epistron — a computational unit that gives every scientific claim a complete audit trail, making belief traceable, composable, and reversible.

The anatomy of belief — scientific consensus and hidden dependencies
ResearchEpistron

The Anatomy of Belief

What the amyloid hypothesis reveals about scientific consensus, hidden dependencies, and the limits of AI synthesis.