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1. sam3-damage-detect sam3-damage-detect Public

   AI-powered concrete damage detection using SAM with privacy protection. Automatic rust detection, pattern recognition, and signboard blur masking.

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2. dql-bridge-maintenance dql-bridge-maintenance Public

   A deep reinforcement learning system for optimizing bridge maintenance decisions across municipal infrastructure fleets, implementing cross-subsidy budget sharing and cooperative multi-agent learning.

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3. markov-dqn-v09-quantile markov-dqn-v09-quantile Public

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4. deepseek-v3-quantization-analysis deepseek-v3-quantization-analysis Public

   Comprehensive performance analysis of DeepSeek V3 quantization levels (FP16, Q8_0, Q4_0) on 16GB GPU environments.

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5. selective-rag-kasensabo selective-rag-kasensabo Public

   建設の技術基準に関する質問の専門性粒度（細かい/粗い）を96%正確に自動判定し、最適なRAGシステム（ColBERT/Naive）を選択する実用的なAgentic RAGシステムのMVPです。2025年11月に公開された河川砂防ダムの技術基準を対象に４つのRAGシステムを構築し、専門性の粒度が異なる200問の質問に対して、精度と速度を比較した。

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6. dql-maintenance-faster dql-maintenance-faster Public

   Deep Q-Network (DQN) implementation for optimal maintenance planning of 100-bridge fleet infrastructure using advanced reinforcement learning techniques and vectorized parallel training.

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