https://aibussin.com/tags/self-improving-systems/ Recent content in Self-Improving Systems on AIBussin — AI applications, systems and books Hugo en-US Tue, 17 Mar 2026 09:58:14 +0000 https://aibussin.com/post/verify/ Tue, 17 Mar 2026 09:58:14 +0000 https://aibussin.com/post/verify/ <h2 id="summary">Summary</h2> <p>Dynamic AI systems face a hidden failure mode: they can learn from their own mistakes. If every output is allowed into memory, stochastic errors do not stay local they accumulate.</p> <p>In earlier posts, I argued that AI systems should not be trusted to enforce their own correctness.</p> <p>Modern models are stochastic. They produce correct outputs, partially correct outputs, and completely incorrect outputs, but they do not reliably distinguish between them. That means a system that stores everything it generates will eventually learn from its own mistakes.</p>