The Confidence Trap occurs when a model sounds authoritative despite being wrong, leading operators to trust hallucinated output
The "Confidence Trap" happens when we trust a single LLM blindly, ignoring latent errors. In our April 2026 audit of 1,324 turns, we achieved 99.1% signal detection but caught 0.9% silent turns. Relying solely on OpenAI or Anthropic is a risk
Starter kit idea: one 6–8 foot wooden stake, 20–30 feet of 14–18 AWG copper wire, a mallet, and weatherproof ties; install near tomatoes or squash and observe over a full season with careful notes.
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