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[Maeumjigi Capstone Dev Log #22] 4th Fine-Tuning Triumph: Checkpoint-4400, Data Mix Ratios & Full System Architecture

· 4 min read
Jihwan Park (jaybee)
AI & Robotics Engineer

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The final week of May 2026 (May 27–30) proved to be the grand culmination of our experimental modeling phase. After weeks of hyperparameter tuning, GPU out-of-memory crashes, and dataset revisions, our 4th Fine-Tuning cycle (fine_tuning_4) crossed the finish line.

This post reveals the technical breakthrough that resolved the chronic "over-counseling" trap, quantitative validation of our golden weight Checkpoint-4400, and the end-to-end system architecture designed for real-world deployment.