[autogame-17]

Summary

Correct seven source-backed citation and metric issues in the research-paper section:

• Point the lifelong-learning paper to arXiv 2508.19005 instead of an unrelated astrophysics paper.
• Correct Agent Workflow Memory to ICML 2025 and Compress to Impress to its official COLING 2025 record.
• Qualify ARTEMIS's relative acceptance-rate gain and the o4-mini attack-success result with their actual measurement scope.
• Describe adaptation to changing APIs, and guardrail detection, without stronger unsupported capability claims.

No project data, generated catalog block, scripts, workflow permissions or branch protection are changed.

Evidence

• https://arxiv.org/abs/2508.19005
• https://icml.cc/virtual/2025/poster/45496
• https://aclanthology.org/2025.coling-main.51/
• https://arxiv.org/abs/2512.09108
• https://arxiv.org/abs/2410.06617
• https://aclanthology.org/2025.emnlp-industry.62/
• https://arxiv.org/abs/2510.19169

Verification

• Current Node 24 generator and validator; repeated generation must remain byte-identical.
• git diff --check.
• Real repository link scan, plus the primary-source citation audit including PDF follow-up.
• Actual hosted validation jobs before merge; independent second-pass review required, no self-approval or admin bypass.

Rollback

Revert this documentation-only commit. No runtime or stored schema is affected.

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