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Reddit Stock Chatter Is Best Shorted

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A 100-day field report on 717,205 Reddit mentions, 236 price-matched spikes, and 2,001 LLM replays against hindsight and simple baselines.

StonkTrace: 100 Days of Reddit Stock Chatter: Hype, Hindsight and How LLMs Pick Stock | More Than a Machine ~/ more-than-a-machine [home] [about] [posts] [contribute] [pitch] [rss] StonkTrace: 100 Days of Reddit Stock Chatter: Hype, Hindsight and How LLMs Pick Stock By Nishaanth Reddy · August 31, 2026 on this page [00] Overview [01] Two Paths [02] Study 1: The Spikes [03] The Connective Tissue [04] Study 2: The Deep Dives [05] Due Diligence Model Bench [06] Key Takeaways [0A] Appendix: Audit trail A1 · Archive A2 · System A3 · Reddit A4 · Spike checks A5 · Data traces A6 · Evaluator A7 · Comp

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