Open-Sourced Hackathon Search Agent Seeks Advice on Evaluation Architecture and Open-Source Models

AggressiveAerie9031 · reddit · 2026-08-12

A developer, tired of manually finding and applying to hackathons, open-sourced hackathon-searcher, a tool that discovers hackathons, researches them, scores them based on preferences, generates application answers, and handles the application flow. The focus now is the evaluation layer: combining structured info (location, travel support, prizes, themes, eligibility, deadlines) with user preferences to judge worth. He's debating between a single strong open-source LLM, a smaller local model with deterministic scoring, per-criteria scoring with separate aggregation, or multiple models; and which open-source models are good enough for structured judgment without slowing things down. He invites feedback from agent/LLM evaluation builders.

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