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Public release prep: docs overhaul, paper-aligned task cleanup, small…#5

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Public release prep: docs overhaul, paper-aligned task cleanup, small…#5
ColorDavid wants to merge 1 commit into
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release-prep

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… code fixes

  • Code: drop restart_every_n; rpucg / llm_rpucg use the SEv2 two-line reflection template; fix scripts/extract_run_stats.py and scripts/evolve_db_registry.py to read the renamed 'selector' config field (was 'inspiration_policy').

  • Datasets: align with the paper — keep only the 21 paper-released subtasks across 6 domains (drop 13 non-paper circle_packings, 4 kernelbench, 4 scaling_law); add family READMEs for the 8 families that lacked one.

  • Docs: rewrite top-level README and datasets/README; rename picture/ to assets/; add assets/case_study/ with 6 before/after task animations and a README pairing each seed init_program with the released best result.

… code fixes

* Code: drop restart_every_n; rpucg / llm_rpucg use the SEv2 two-line
  reflection template; fix scripts/extract_run_stats.py and
  scripts/evolve_db_registry.py to read the renamed 'selector' config
  field (was 'inspiration_policy').

* Datasets: align with the paper — keep only the 21 paper-released
  subtasks across 6 domains (drop 13 non-paper circle_packings, 4
  kernelbench, 4 scaling_law); add family READMEs for the 8 families
  that lacked one.

* Docs: rewrite top-level README and datasets/README; rename picture/
  to assets/; add assets/case_study/ with 6 before/after task
  animations and a README pairing each seed init_program with the
  released best result.
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