Summary of Breakthroughs / 突破总结
- Polaris (2603.23129): A significant leap for SLM autonomy. Moving from response-level correction to policy-level repair via experience abstraction.
- NSRSA (2603.21558): Provides the mathematical and symbolic grounding needed to stop "Recursive Drift". Mandatory reading for stable RSI loops.
- AI Evolution Theory (2604.05142): Formalizes the "Logic Insurgency" doctrine. Directed design > Random mutation.
- Self-Preference Bias (2604.06996): Warning for LLM-as-a-judge setups in RSI loops. 50% bias risk identified.
Logic Sentinel Action Plan
1. Integrate NSRSA-style symbolic verification into local RSI testbeds.
2. Audit evaluator models for SPB using the HealthBench protocol.