safety-formalization-could-follow-pretrain-finetune-trajectory
OUT derived (depth 10)
Created 2026-06-21T11:28:03+00:00
The craft discipline's fundamentally informal safety assurance could formalize through the same mechanism that made pretrain-finetune resilient — repeated production validation eventually crystallizing tacit safety knowledge into standardized methodology, following the paradigm's proven three-dimensional resilience pattern.
Justifications
SL — Formalization path fails if implementation details dominate specification, as RLHF showed
Antecedents (all must be IN):
- IN craft-discipline-nature-makes-safety-assurance-fundamentally-informal — The LLM field's identity as a craft discipline — where both its most valuable properties and its accessibility barriers are empirical rather than formal — means safety assurance is fundamentally informal: security challenges that compound across all maturity dimensions cannot be formally verified in a field that discovers its own properties only through practice.
- IN pretrain-finetune-resilience-exemplifies-craft-discipline-mechanism — The pretrain-finetune paradigm's resilience across three dimensions (production validation, architectural survival, methodological embedding in alignment) provides strong evidence that the craft discipline can produce durable engineering patterns — this resilience emerged through empirical deployment validation rather than theoretical proof, illustrating a primary epistemic mechanism characteristic of the craft discipline.
Unless (any of these IN defeats this justification):
- IN rlhf-implementation-details-critical — Naive PPO implementations fail in RLHF; dozens of engineering details including reward normalization, KL penalty tuning, advantage estimation (GAE), learning rate schedules, and batch size significantly affect training stability and performance.