EvolutionArchitectural inferencev1.10.0

Compression and Safety Loss

Evidence levelArchitectural inference

Pruning, quantization, and cache optimizations can preserve average utility while damaging safety-relevant structures.

Mechanism

Variation, evaluation, selection, inheritance, and succession can exist as properties of the broader development process. The model does not need to rewrite itself at runtime. The ecology changes because operators, pipelines, routers, and release controllers alter the population.

Assurance implication

A descendant needs fresh evidence for safety-relevant behavior. A content hash can identify an artifact, but it cannot prove that a related descendant preserved all relevant guardrails.

Review question

What behavior is being tracked, where could it be encoded, which descendants or reservoirs may carry it, and what evidence would count as absence across active compositions?