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structural-optimization

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Autonomous engineering design agent: reason, design, GPU physics, optimize, learn. Evidence-graded engineering brain with external solver cross-validation. All results simulated, not physically validated.

  • Updated Sep 5, 2026
  • Python

MMA and GCMMA subproblems solved by the dual method: drop-in replacement for mmasub/gcmmasub of GCMMA-MMA-Python (mmapy) with a projected Newton solver on the m multipliers, primal-recovery certificates and independent diagnostics, for problems with many design variables and few constraints.

  • Updated Oct 31, 2026
  • Python

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