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OSEF (Operational Stability Envelope Framework) provides:

  • Real-time aviation safety supervision
  • 91.2% Creative Chaos Zones detection accuracy
  • Based on limit cycle dynamics research
  • Published on PyPI: pip install osef-framework

What is this Python project?

OSEF Framework is a real-time aviation safety supervision system based on limit cycle dynamics. It monitors aircraft trajectories in 3D phase space to detect instabilities before escalation.

Key Features:

  • 91.2% accuracy in Creative Chaos Zones detection
  • < 8ms real-time processing latency
  • Model-agnostic (supports Van der Pol, ML, hybrid systems)
  • Published on PyPI with full documentation

What's the difference between this Python project and similar ones?

  • Unique scientific foundation: First real-time implementation of limit cycle dynamics in aviation
  • Validated accuracy: Based on research analyzing 1,247 commercial flights
  • Performance: Exceeds offline analysis methods with real-time processing
  • Accessibility: Open-source MIT licensed alternative to proprietary systems

Repository: https://github.com/emerladcompass/OSEF-Framework
Documentation: https://emerladcompass.github.io/OSEF-Framework/
PyPI:
https://pypi.org/project/osef-framework/
Research: https://doi.org/10.17605/OSF.IO/RJBDK

OSEF (Operational Stability Envelope Framework) provides:

  • Real-time aviation safety supervision
  • 91.2% Creative Chaos Zones detection accuracy
  • Based on limit cycle dynamics research
  • Published on PyPI: pip install osef-framework

What is this Python project?

Describe features.

What's the difference between this Python project and similar ones?

Enumerate comparisons.

--

Anyone who agrees with this pull request could submit an Approve review to it.

OSEF (Operational Stability Envelope Framework) provides:
- Real-time aviation safety supervision
- 91.2% Creative Chaos Zones detection accuracy
- Based on limit cycle dynamics research
- Published on PyPI: pip install osef-framework
@sposs
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Contributor

sposs commented Jan 5, 2026

Too specific, would not recommend to be added. Documentation is vast but it's not clear what's the purpose. Seems to be part of some thesis work.

@vinta
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Owner

vinta commented Jan 8, 2026

Closing this PR:

  1. Violates "one link per Pull Request" rule
  2. Introduces duplicate blinker entry (already exists in the list)

Please see CONTRIBUTING.md and resubmit with corrections.

@vinta vinta closed this Jan 8, 2026
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3 participants