from transformers import pipeline

classifier = pipeline("token-classification", model="ctaxnagomi/DGUI-GatePredictor")

result = classifier("Agent dgui-emitter requested context.bundle with key 0xb553de32")
print(result)

Training

Trained on synthetic DeckerGUI ecosystem data:

120 seed status events
180 agent coordination records
Gate decision patterns from CaaS federation

Citation

bibtex

@software{deckergui_gate_predictor_2026,
  title={DGUI-GatePredictor: Token Classification for DGM Gate Outcomes},
  author={Wan Mohd Azizi bin Wan Hosen},
  year={2026},
  url={https://huggingface.co/ctaxnagomi/DGUI-GatePredictor}
}