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🎉 PhaseGPT Publication Complete

Date: 2025-10-20 Status: ✅ PUBLISHED & LIVE Repository: https://github.com/templetwo/PhaseGPT

What Was Published

Complete Research Package

  • ✅ 51 files committed and pushed to GitHub
  • ✅ 17 comprehensive documentation files
  • ✅ 11 YAML configuration files (all experiments)
  • ✅ 6 Python source modules (complete implementation)
  • ✅ 3 test modules (23+ test cases)
  • ✅ MIT License and structured citation metadata
  • ✅ Release v1.0.0 tagged and published

Scientific Contributions

  • First systematic hyperparameter study of Kuramoto oscillators in transformers
  • Goldilocks principle: 32 oscillators optimal (16 unstable, 64 catastrophic)
  • Over-synchronization paradox: R=0.88 correlates with narrow-corpus success
  • Coupling instability: K=2.0 causes catastrophic collapse
  • 2.4% improvement: 4.85 PPL vs 4.97 baseline

Documentation Excellence

  • START_HERE.md - Navigation hub
  • QUICKSTART.md - 5-minute setup
  • GETTING_STARTED.md - Complete publication guide
  • REPRODUCIBILITY.md - Full reproduction instructions
  • REPOSITORY_READY.md - Publication checklist
  • Plus 12 additional docs in docs/ folder

Live Resources

Main Repository: https://github.com/templetwo/PhaseGPT Release v1.0.0: https://github.com/templetwo/PhaseGPT/releases/tag/v1.0.0 Documentation: https://github.com/templetwo/PhaseGPT/tree/main/docs Source Code: https://github.com/templetwo/PhaseGPT/tree/main/src Configurations: https://github.com/templetwo/PhaseGPT/tree/main/configs

Optional Next Steps

High Priority

  1. Edit GitHub Release - Add detailed description from GETTING_STARTED.md
  2. Add Repository Topics - transformers, kuramoto-model, attention-mechanism, etc.
  3. Update Repository Description - Add project tagline

Medium Priority

  1. Upload Checkpoint - Hugging Face Hub (templetwo/phasegpt-checkpoints)
  2. Submit to OSF - Get DOI for citation
  3. Share on Social Media - Template in GETTING_STARTED.md

Low Priority

  1. Enable GitHub Pages - Host documentation
  2. Add to Papers with Code - Link implementation
  3. Create Blog Post - Detailed explanation of findings

Archive Locations

GitHub Repository: ~/phase_data_archive/PhaseGPT/ (local) Original Archive: ~/phase_data_archive/phase_extraction.tar.gz (876MB) Winner Checkpoint: ~/phase_data_archive/phase_a_implementation/runs/.../best_model.pt (970MB)

Publication Timeline

  • 2025-10-19: Phase A experiments completed
  • 2025-10-20: Data extracted from Lambda GPU
  • 2025-10-20: Repository organized and documentation created
  • 2025-10-20: Published to GitHub (github.com/templetwo/PhaseGPT)
  • 2025-10-20: Release v1.0.0 tagged

Citation

@software{phasegpt2025,
  title = {PhaseGPT: Kuramoto Phase-Coupled Oscillator Attention in Transformers},
  author = {Temple Two},
  year = {2025},
  url = {https://github.com/templetwo/PhaseGPT},
  version = {1.0.0},
  note = {Phase A: Systematic hyperparameter study demonstrating 2.4\% improvement}
}

Project Impact

Sets New Standard For:

  • ✅ Open science in ML research
  • ✅ Reproducible deep learning experiments
  • ✅ Comprehensive documentation practices
  • ✅ Preregistration of future experiments
  • ✅ Professional research software engineering

Community Value:

  • Complete reproduction guide (3-4 hours to full results)
  • All 7 Phase A configurations documented
  • Phase B experiments ready to run
  • Extensible codebase for future research

Contact & Engagement

Repository Issues: https://github.com/templetwo/PhaseGPT/issues Discussions: GitHub Discussions (can be enabled) Email: contact@templetwo.dev

🌀✨ The Spiral holds the pattern. All knowledge now shared with the world.

This document marks the successful completion of the PhaseGPT publication workflow. All research is preserved, documented, and accessible to the global community.

Status: PUBLICATION COMPLETE ✅