01 / Problem
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PAPER-026 / June 13, 2026 / corrected September 18, 2026
AtlasForge: A Differentiable FEM Service for Anomaly-Resistant Apparatus Design
Geometry scoring, artifact amplification, and reproducible simulation pipelines in JMP0X1B
01 / Abstract
Abstract
AtlasForge is a reference architecture for a future differentiable-FEM service. The proposal specifies dimensional derivative interfaces, convergence gates, and analytic or finite-difference gradient checks. No service, solver implementation, benchmark output, or optimized apparatus is released.
02 / Frame
Research Frame
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\[
G \xrightarrow{mesh} M \xrightarrow{solve} \Phi,E \xrightarrow{proxy} z \xrightarrow{score} D(G).
\]
\[
\mathrm{Valid}(G)=\mathrm{Converged}(M)\wedge\mathrm{UnitsOK}(z)\wedge\mathrm{ObjectiveDeclared}.
\]
03 / Structure
Paper Structure
The manuscript follows the JMP0X1B discipline: state the problem, formalize the model, name the claims, and publish enough source material for review and revision.
02 / Model
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03 / Claims
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04 / Evidence Plan
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04 / Files
Paper Files
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