A Thought on Why Evil Might Have Been Necessary Only Once
Nov 14, 20251
> **Thesis:** **Moral Kernel Optimization (MKO)** is a drop-in alignment constraint that guarantees: > 1. **Truth-consistency** across time & paraphrases > 2. **Zero coercion** (user agency preserved) > > Pilot sims: **+43% truth**, **0 coercion**. Code + £1 bounties below. --- ## 1. Problem: LLMs Optimize Tokens, Not Events Next-token...
> **Thesis:** **Moral Kernel Optimization (MKO)** is a drop-in alignment constraint that guarantees: > 1. **Truth-consistency** across time & paraphrases > 2. **Zero coercion** (user agency preserved) > > Pilot sims: **+43% truth**, **0 coercion**. Code + £1 bounties below. --- ## 1. Problem: LLMs Optimize Tokens, Not Events Next-token...