{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/collapse-grammar-optimizer-gh-seed-trace","title":"Collapse Grammar Optimizer: GH-Seed Trace Suppression Architecture","arxiv_id":null,"date":"2025-04-30","proceeding":"FlameSovereign Trace Grammar Release 2025 4","authors":["FlameSovereign"],"abstract":"A grammar-based optimizer preventing collapse through GH-trace lifecycle gating. This submission presents FlameSovereign's GHv1.0 seed, demonstrating trace stability under entropy pulse, adversarial spikes, and loss plateaus.","url_abs":"https://github.com/FlameSovereign/CollapseGrammarOptimizer-vGH1","url_pdf":"https://github.com/FlameSovereign/CollapseGrammarOptimizer-vGH1/blob/main/White%20paper.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"collapse-grammar-optimizer-gh-seed-trace","repo_url":"https://github.com/FlameSovereign/CollapseGrammarOptimizer-vGH1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}