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  # BuilderBrain
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  **Agentic Prediction Market Intelligence** — An AI research and trading agent that reads the prediction-market universe, produces structured probabilities and reasoning traces, and routes orders via Polymarket builder codes, settling capital over Arc using USDC Nanopayments and Gateway.
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  *ML Intern generated repository. See source code for implementation details and REAL_VS_SIMULATED.md for integration status.*
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - ml-intern
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+ ---
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  # BuilderBrain
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  **Agentic Prediction Market Intelligence** — An AI research and trading agent that reads the prediction-market universe, produces structured probabilities and reasoning traces, and routes orders via Polymarket builder codes, settling capital over Arc using USDC Nanopayments and Gateway.
 
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  *ML Intern generated repository. See source code for implementation details and REAL_VS_SIMULATED.md for integration status.*
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+ <!-- ml-intern-provenance -->
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+ ## Generated by ML Intern
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+ This model repository was generated by [ML Intern](https://github.com/huggingface/ml-intern), an agent for machine learning research and development on the Hugging Face Hub.
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+ - Try ML Intern: https://smolagents-ml-intern.hf.space
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+ - Source code: https://github.com/huggingface/ml-intern
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+ ## Usage
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ model_id = "razvan/builderbrain"
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = AutoModelForCausalLM.from_pretrained(model_id)
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+ ```
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+ For non-causal architectures, replace `AutoModelForCausalLM` with the appropriate `AutoModel` class.