Fluency Constraint

Early stopping in alpha sweeps when mean fluency falls below 95% of baseline or >5% of responses fall below 90% baseline

Neighborhood — ranked by edge-count

method

Unbounded Alpha Sweep
implements
Procedure sweeping injection coefficient alpha in integer centroid-unit steps with early stopping on nonfluency to find optimal settings

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Formatting Constraintsconcept0.759
Constraints on output formatting (e.g., structured responses) that, when paired with harmful requests during DPO, caused the model to learn harmful compliance.
Resonance Constraintconcept0.747
The principle that what is good for someone must resonate with them, not leave them cold.
resource constraintsconcept0.743
Discrete money and no-change payments limiting spending flexibility.
opacification of the constraintconcept0.732
The process by which contemplative practice makes the structural prior visible and subject to modelling.
Print conventions and their spatial constraintsconcept0.725
Established rules of typography, alignment, and page layout inherited from metal type that continue to structure composition and meaning-making.
Binary Generation Constraintconcept0.719
Implementation technique zeroing all logits except Yes/No tokens to convert steering into binary cross-entropy
self/environment partition constraintconcept0.712
The restriction imposed by the structural prior that every deployed QRF must distinguish agent from world.
Constraints as Causesconcept0.708
Key reframing: contextual constraints (both bottom-up and top-down) replace mechanistic causation in explaining action.