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Replace runtime backbones with live discovery - #71

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mxs01 wants to merge 5 commits into
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codex/check_real_no_db
Open

Replace runtime backbones with live discovery#71
mxs01 wants to merge 5 commits into
mainfrom
codex/check_real_no_db

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@mxs01

@mxs01 mxs01 commented Jul 31, 2026

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Summary

  • replace static company/faculty runtime backbones with rules-only live discovery skills
  • add discover-company-candidates and discover-university-candidates
  • update thesis-finder docs, command simulation workflow, eval visuals, and release notes
  • add four new thesis simulation personas: Timo, Simone, Marvin, Lilly

Validation

  • python -m pytest: 33 passed, 10 skipped
  • /commands before/after comparison: baseline mean 20.0, rules-only mean 20.75, all gates passed
  • new student simulations: Timo/Simone/Marvin/Lilly all 20/21 with evidence discipline 3/3

Notes

  • .simulations artifacts remain gitignored and were not committed
  • .simulations.zip remains untracked locally and is not part of this PR

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