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  license: apache-2.0
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  base_model: Qwen/Qwen3-4B-Instruct-2507
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  tags:
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- - cultural-soliton-observatory
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- - tce-trained
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- - alignment
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- - coder
 
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  ---
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  # ford_prefect
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- This model was trained using the **Cultural Soliton Observatory TCE** (Training & Calibration Environment).
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  ## Training Details
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  ## What is TCE?
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- The TCE (Training & Calibration Environment) is part of ProjectFort2, which provides tools for fine-tuning language models with specific behavioral "isotopes" - carefully crafted training examples that teach models epistemic humility, calibrated uncertainty, and other alignment properties.
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  ### Key Features:
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  - **Negative Alignment Tax**: Training improves both safety AND capability metrics
 
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  license: apache-2.0
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  base_model: Qwen/Qwen3-4B-Instruct-2507
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  tags:
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+ - projectforty2
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+ - tce-trained
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+ - alignment
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+ - coder
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+ - negative-alignment-tax
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  ---
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  # ford_prefect
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+ This model was trained using the **ProjectForty2 TCE** (Training & Calibration Environment).
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  ## Training Details
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  ## What is TCE?
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+ The TCE is part of ProjectFort2, which provides tools for fine-tuning language models with specific behavioral "isotopes" - carefully crafted training examples that teach models epistemic humility, calibrated uncertainty, and other alignment properties.
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  ### Key Features:
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  - **Negative Alignment Tax**: Training improves both safety AND capability metrics