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[Maeumjigi Capstone Entwicklertagebuch #19] Automatisierte Evaluierungsberichte & FastAPI PostgreSQL 401 Debugging

· 5 Minuten Lesezeit
Jaybee
AI & Robotics Engineer

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Mid-May 2026 was supposed to be a calm interval after wrapping up our 2nd fine-tuning (fine_tuning_2). Instead, May 17th hit our team with a relentless double challenge: condensing hundreds of raw inference metrics into an automated technical report, while simultaneously battling a cryptic HTTP 401 Unauthorized cascading error across our newly integrated FastAPI and PostgreSQL backend.

Here is the complete post-mortem of how we automated our reporting and systematically neutralized the backend authentication breakdown.

[Maeumjigi Capstone Entwicklertagebuch #12] 70B Riesenmodell Fine-Tuning & Kampf gegen GPU Out-of-Memory (OOM)

· 3 Minuten Lesezeit
Jaybee
AI & Robotics Engineer

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On May 3, having gained enough experience with the 8B models, our team finally challenged the ultimate kings of performance: fine-tuning massive 70B (70 billion parameters) models. We attempted to train both Llama 3.3 70B and DeepSeek-R1 70B, but as expected, we hit a massive hardware resource wall.

[Maeumjigi Capstone Entwicklertagebuch #9] Llama 3.1 Fine-Tuning Fehlerbehebung & Zwischenpräsentation Woche 6

· 3 Minuten Lesezeit
Jaybee
AI & Robotics Engineer

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On April 9, using the Colab notebook we ambitiously completed yesterday, we finally attempted the first training (fine-tuning) of our artificial intelligence model (Llama 3.1). However, reality was not that easy, and we had to face numerous errors. It was also a tough day as we had to simultaneously create the presentation materials for the 6th week of the Capstone Design project.