Challenges,
approaches & lessons.

Kaggriculture

Autonomous farming agents for a turn-based simulation, balancing crop production, labor, investment, and a changing market.

  • Python
  • kaggle-environments
  • Simulation
  • Agent strategies
  • Reproducible testing
Final rank
2,086
Skill rating
4211.1

Finished on 15 Oct 2026 View leaderboard ↗

Competition ↗ Source code ↗

Airline Satisfaction Prediction

An ongoing tabular classification project predicting airline passenger satisfaction, with reproducible folds, audited predictions, and ensemble evaluation.

  • Python
  • pandas
  • NumPy
  • scikit-learn
  • LightGBM
  • CatBoost
  • XGBoost
  • TabDPT
  • Out-of-fold evaluation
Public rank
21
ROC AUC
0.96213

As of 23 Oct 2026 View leaderboard ↗

Competition ↗

Molecule ID from Mass Spectra

An ongoing molecular-identification project combining spectral-library retrieval and learned fingerprint ranking to predict chemical structures from tandem mass spectra.

  • Python
  • RDKit
  • NumPy
  • pandas
  • PyTorch
  • Molecular fingerprints
  • Spectral retrieval
  • Candidate ranking
Public rank
2,794
MRR@25
0.226

As of 23 Oct 2026 View leaderboard ↗

Competition ↗

Name That LLM

An ongoing 18-class model-attribution project identifying which language model generated a passage, using text features, LoRA models, and calibrated inference.

  • Python
  • scikit-learn
  • TF-IDF
  • Stylometry
  • Qwen3-8B
  • LoRA
  • PyTorch
  • Prompt-grouped validation
Public rank
427
Balanced accuracy
0.599

As of 23 Oct 2026 View leaderboard ↗

Competition ↗