Chotto Magic chottokun

## gist:7f86351dcbae326abb4c553cee9007c1
#!/usr/bin/env python3
"""
LLM Seed Steganography のデモ。
実際の大規模モデル依存を避けながら、同じ送信者/受信者の原理を
決定論的に再現して、シードの埋め込みと復元を検証できるようにする。
"""

import argparse
import gc
import os

## ndlocr-lite.ipynb

      
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              February 24, 2026 12:45
            
              
                ndlocr-lite.ipynb
              
          
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## qwen3-swallow-8b-sft-v0-2.ipynb

      
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                / qwen3-swallow-8b-sft-v0-2.ipynb
            
            
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              February 20, 2026 14:11
            
              
                Qwen3-Swallow-8B-SFT-v0.2.ipynb
              
          
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## cause-effect.ipynb

      
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                ModernBERT_JP_CAUSE-EFFECT.ipynb
              
          
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## qwen3-tts.ipynb

      
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                / qwen3-tts.ipynb
            
            
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              January 23, 2026 13:26
            
              
                Qwen3-TTS.ipynb
              
          
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## translategemma-4b_test.ipynb

      
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                translategemma:4b_test.ipynb
              
          
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## model-first-reasoning.ipynb

      
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              January 3, 2026 12:28
            
              
                Model-First Reasoning.ipynb
              
          
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## mnist_ultrafast_v0-2.ipynb

      
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              December 29, 2025 14:11
            
              
                mnist_ultrafast_v0-2.ipynb
              
          
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## mnist_ultrafast_v0-1.ipynb

      
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                / mnist_ultrafast_v0-1.ipynb
            
            
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              December 29, 2025 13:50
            
              
                MNIST_ultrafast_v0改1.ipynb
              
          
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## whisper-stable-ts.ipynb

      
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                whisper+stable-ts.ipynb
              
          
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	#!/usr/bin/env python3
	"""
	LLM Seed Steganography のデモ。
	実際の大規模モデル依存を避けながら、同じ送信者/受信者の原理を
	決定論的に再現して、シードの埋め込みと復元を検証できるようにする。
	"""

	import argparse
	import gc
	import os