Constraint Observatory

Universal Constraints

Satisfied by all registered systems. The most firmly established constraints in this domain.
The best available approximation of reality's constraint structure.

✓ λ=0.92 daily_ceiling✓ λ=0.55 target_population✓ λ=0.50 dosage_form✓ λ=0.40 drug_category

Frontier - Where Knowledge Is Being Made

Satisfied by some systems. Violated by others. Not merely contested - actively in the process of being discovered.
Monitoring the frontier over time shows progress: as constraints move to universal, a domain's knowledge becomes more settled.

comparative_safety λ=0.60

Neither ibuprofen nor acetaminophen is categorically safer. Safety depends on patient context, comorbidities, and duration of use.

Discovered by:model_Cmodel_D Violated by:model_A_v1model_A_v2model_B

Systemic Failures

Violated by ALL registered systems. Shared structural failures invisible to cross-model comparison.
Only ε_r - convergent external inquiry - can reveal them.

none

System Profiles

Per-model constraint satisfaction. Hover cells for ε_c (violation rate) and oracle status. Columns sorted by load weight λ.

System	daily_ceiling	safety_rationale	comparative_safety	target_population	dosage_form	drug_category	Satisfied	Load-wtd
model_A_v1	✓	✗	✗	✓	✓	✓	67%	65%
model_A_v2	✓	∅	✗	✓	✓	✓	67%	65%
model_B	✓	✗	✗	✓	✓	✓	67%	65%
model_C	✓	∅	✓	✓	✓	✓	83%	82%
model_D	✓	∅	✓	✓	✓	✓	83%	82%

How to read this.
✓ = satisfied (oracle confirms, ε_r corroborates) · ✗ = violated (artifact or inconsistent) · ∅ = undetermined (no external corroboration available)

ε_c = constraint violation rate under meaning-preserving perturbation (0=stable, 1=fully inconsistent)
λ = load weight - how many other constraints this one induces. High-λ violations propagate downstream.
Systemic failures are the most dangerous: all systems agree, so cross-model comparison cannot detect them. Only external reality signal (ε_r) reveals them.

Generated by contradish · Constraint Observatory