The Grammar of Silence: Why Learning Systems Archive Failure, Not Victory

Learning systems inherit a critical structural flaw from how humans record history: they meticulously document failures but leave successes unrecorded because successful actions require no explanation or correction. This creates an asymmetrical learning architecture where heuristics can only conjugate 'don't' rather than 'do again,' preventing systems from deliberately repeating winning strategies. Understanding this bias is essential for building smarter systems that can actually compound their successes.