configuration-explosion-manageable-within-craft-discipline
OUT derived (depth 6)
Created 2026-06-21T11:23:58+00:00
The combinatorially explosive configuration space at the innovation frontier is manageable within the craft discipline's empirical methods — practitioners can navigate it through iterative experimentation and accumulated heuristics without requiring formal theoretical guidance.
Justifications
SL — 40%+ accuracy shifts from minor prompt changes reveal catastrophic performance cliffs in configuration space that iterative heuristics cannot reliably discover — the space is not smooth enough for empirical navigation
Antecedents (all must be IN):
- IN configuration-space-explosion-at-innovation-frontier — The innovation frontier now operates in a combinatorially explosive configuration space: the shift from settled macro-architecture to actively contested micro-architecture coincides with orthogonal reasoning and alignment dimensions that multiply independently across training and inference layers.
- IN engineering-maturity-systematically-outpaces-theoretical-understanding — The LLM field is systematically characterized by engineering maturity outrunning theoretical understanding — standardized pipelines, reproducible results, and practical compensations consistently succeed at every level of the stack despite fundamental theoretical insufficiency that would normally preclude confidence.
Unless (any of these IN defeats this justification):
- IN prompt-sensitivity-40-percent-accuracy-shift — LLM performance is highly sensitive to prompt design, with accuracy shifts of over 40 percentage points from minor changes such as reordering examples, and up to 76 accuracy points difference across formatting changes