PAUL Open · Research organization
Independent AI research programs spanning medical imaging, chemistry, sports analytics and developer agents. The original model post-training work remains one track within this wider portfolio.
Medical imaging / RSNA
Knee MRI abnormality detection with leakage-resistant evaluation and strict medical research boundaries. Private Kaggle notebooks, results and checkpoints are not published here.
Computational chemistry / CASMI
Small-molecule structure inference from tandem mass spectra. The research program emphasizes provenance, reproducibility and guarded validation; no public benchmark result is claimed.
Sports data & modelling
A separate sports-focused research direction. Competition names, verified evidence and outcomes will be added only after a public release is authorized.
Public results not yet released.
Agentic software engineering
Exploring coding-agent architectures, repository understanding, bounded execution and patch verification. Challenge listing does not imply an award or rank.
Agent research & evaluation
The separate Gemma developer-agent paper track for methodological research. No paper acceptance, publication or prize is claimed.
Multilingual AI & human evaluation
The original PAUL Open Gemma-based SFT/DPO experiments and blinded evaluation. SFT remains the reference checkpoint; candidate improvements require human validation.