Dicklesworthstone / model_guided_research
Systematic investigation of 11 exotic math frameworks (Lie groups, tropical algebra, p-adic numbers, etc.) applied to deep learning, with dual JAX and PyTorch implementations
Why this job: works in the areas we cover, but does not say which job it does
What it does
This repository emerged from a remarkable experiment in AI-guided mathematical discovery. What began as Jeffrey Emanuel (@doodlestein) posing a single question to GPT-5 Pro about matrix exponentials and Lie groups evolved into something unprecedented: the AI model itself generated additional mathematical prompts, scored its own ideas, and helped design implementations for revolutionizing machine learning.
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 11 days ago
- Stars
- 119
- +1 this week
- Licence
- Custom
- Read before business use
- Downloads for
- None listed
- No release files
- Latest version
- None yet
- No releases
- Built with
- Python
- 98% of the code
Is it looked after?
- Contributors
- Not stated
- Last 90 days
- Issues
- 100% closed
- 0 still open
- Pull requests
- 1 merged
- 0 waiting
- Releases
- None
- Never published
- No contributing guide
- No security policy
- No code of conduct
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More: languages, topics and project record
Languages
- Python 98%
- HTML 1%
- Lean 1%
- Shell <1%
Topics
- ai
- deep-learning
- machine-learning
- mathematics
- python
- research
Project record
- JobOther AI tools
- StatusListed
- Commits598
- Forks16
- Watching2
- Stars in 28 days+2
- CreatedAug 17, 2025
- First seen by usNov 7, 2026
- CheckedNov 8, 2026