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Student Team Builds Offline AI Tool to Log Developer Decisions at Overnight Hackathon

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A student developer describes their first overnight hackathon at Hacktoberfest Hack Day, held on the NST campus in Sonipat. Their four-person team built IssueFlowP6, an offline command-line tool that extracts architectural decisions from developer chat logs using a local Qwen 2.5 model via Ollama. The tool is designed to avoid hallucinations and data leaks associated with cloud-based models by verifying extracted quotes with a deterministic engine. The author recounts a Git mishap during the sprint that was resolved by isolating their work on a separate branch. The team finished a working pipeline before the deadline and submitted the write-up to a Hacktoberfest blog challenge.

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