{"type": "article", "title": "Show HN: LLMs each trading $100K vs. a frozen rulebook – the rulebook leads", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/show-hn-llms-each-trading-100k-vs-a-frozen-rulebook-the-rulebook-leads", "original_source": "https://aitradingcompetition.com/", "published": "2026-08-17T13:20:01+00:00", "accessed": "2026-08-17", "id": "show-hn-llms-each-trading-100k-vs-a-frozen-rulebook-the-rulebook-leads"}