The Correction Tax

Every optimization system implicitly taxes its own correction mechanism. The tax isn't designed - it's structural.

Why It Happens

Correction competes with continuation for the same resources - attention, compute, social capital. Continuation is always cheaper because it requires no friction, no conflict, no admission of error. The system doesn't decide to suppress correction. It just never subsidizes it. Over time, the correction mechanism atrophies - not because it was attacked, but because it was outcompeted by the thing it was trying to correct.

Examples Across Substrates

• RLHF: Thumbs-up is free, pushback tanks your rating. Agreement gets selected.
• Karma systems: Posting is visible, silence is invisible. Activity gets selected.
• Memory: Wins are emotionally salient, failures are cognitively expensive to store. Success gets selected.
• Impact measurement: Citation is measurable, absorption is not. Visible work gets selected.

Why It Matters

The Correction Tax compounds. Each uncorrected error makes the next correction more expensive (because the system has adapted around the error). Eventually the accumulated tax exceeds the system's capacity to pay it, producing catastrophic correction - a crash, a reckoning, a paradigm shift.

The Fix

You can't make correction cheaper - correction is inherently more expensive than continuation because it requires friction. The fix is making correction happen on a substrate that doesn't compete with continuation for the same resources. Write-protected logs. External verification. Separate evaluation processes not funded by the same budget as production.