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I Found Two Bugs in a Hackathon's Judging Tool. Neither Explained Why I Lost.

Community description: I built StacksNG for the Africa Deep Tech Challenge 2026: an offline coding assistant grounded in the...

Dev.to | Sep 14, 2026 | Daniel Nwaneri

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The 7B, same retrieval context, wrote real requests calls against real documented endpoints. Every single one touched the base model somehow. Model Origin (Originality Review): Stock model, used as-is: Qwen2. 5-Coder-7B-Instruct-GGUF from lmstudio-community's official quantization.

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