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An Agentic Workflow for Legacy HPC Modernization: Converting the Two-Electron-Integral Core of GAMESS

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Merged summary

TL;DR - A three-role agentic workflow modernized 56,448 lines of GAMESS from Fortran 77 to Fortran 2008 while preserving canonical outputs bit-for-bit. It demonstrates that exact domain-specific verification can enable safe, production-scale delegation of legacy HPC maintenance.

  • Converted 12 files and 225 electron-repulsion-integral subroutines.
  • Claude Code agents worked in isolated worktrees under a version-controlled specification they authored and revised.
  • Human oversight was limited to gates, with safe delegation bounded by the verification oracle’s coverage.
  • All files passed 51 calculations and Jenkins CI; 612 test runs produced zero chemistry-relevant differences.

Sources (1)

An Agentic Workflow for Legacy HPC Modernization: Converting the Two-Electron-Integral Core of GAMESS

arXiv cs.AI Yuzhong Shen, Masha Sosonkina, Peng Xu, Mark S. Gordon 2026-08-12 arXiv:2608.12249
Public signals Semantic Scholar citations 0 · Semantic Scholar influential citations 0
Providers: Hugging Face · N/A OpenAlex · N/A Publisher · N/A Semantic Scholar · Citations 0 · Influential citations 0 X · N/A Fetched 2026-09-03 14:27:02.136636 UTC

TL;DR - A three-role agentic workflow modernized 56,448 lines of GAMESS from Fortran 77 to Fortran 2008 while preserving canonical outputs bit-for-bit. It demonstrates that exact domain-specific verification can enable safe, production-scale delegation of legacy HPC maintenance.

  • Converted 12 files and 225 electron-repulsion-integral subroutines.
  • Claude Code agents worked in isolated worktrees under a version-controlled specification they authored and revised.
  • Human oversight was limited to gates, with safe delegation bounded by the verification oracle’s coverage.
  • All files passed 51 calculations and Jenkins CI; 612 test runs produced zero chemistry-relevant differences.
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