Local Qwen2.5-Coder-14B + deterministic C# validator kills hallucinations on a single 24GB A10
Intelligent_Boss4602 · reddit · 2026-10-26
A developer demonstrates running qwen2.5-coder:14b locally on a 24GB A10 to generate enterprise forms in real time without writing raw HTML or SQL. The model is locked into a strict DSL, and every output must pass a deterministic CValidationResolver before a human-in-the-loop button unlocks and renders it to the canvas — eliminating hallucinations. The screenshot shows the CausaNova neuro-symbolic studio, where the local LLM (causanova-master) generates architecture that is schema-validated and scored 0–100, claimed EU AI Act compliant. Raw vs. healed outputs are auto-scored and exported as SFT/DPO .jsonl pairs for future fine-tuning.
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