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fanout

Simulation run on this device. Scenario values are not sent anywhere — the engine is fully local.

research studio · pro

Literature Comparison Matrix

Grid papers against method, data, scale, and result to expose overlap.

Six papers, four axes — where's the real delta?

Engine 1.0.0 · studio

Paste a few papers (title — claim) to build the matrix.

Method

  • Classifies each paper into a method family by keyword, then extracts scale numbers (B/M/K) and reported deltas.
  • The empty column in the matrix is the actionable gap — that is the comparison the literature has not made yet.

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