Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 10:39:28 UTC · snapshot created 2026-10-03 10:40:04 UTC · last check 2026-10-03 11:40:09 UTC

C.11.CRC:11 - SoTA Echoing

Source lineAdopted moveLimit retained here
Current C.11, A.19, and C.29Keep choice, comparison mechanisms, and mathematical-lens use with their current owners.Internal architecture is not evidence for domain quantities.
Ortega and Braun, information-processing costs in decision making, 2013Keep the resource costs of information acquisition and computation explicit in the decision.Statistical-physics form is a model under assumptions, not proof of literal physical free-energy minimization.
Blei, Kucukelbir, and McAuliffe, Variational Inference: A Review for Statisticians, 2017Keep target distribution, approximation family, optimization, speed/scale, and uncertainty trade-offs visible.Historical field anchor; it does not define calculus-of-variations design or general contribution.
MIT OpenCourseWare, Matrix Calculus for Machine Learning and Beyond, 2023 calculus-of-variations materialTreat a function, trajectory, or field as the varied object under admissible variation and boundary structure.Course material supplies a mathematical distinction, not FPF ontology or physical evidence.
Huan, Jagalur, and Marzouk, optimal experimental design review, 2024/2026Keep design variables, utility, model assumptions, computational cost, robustness, and myopic/non-myopic boundaries explicit.Specialist experiment design remains outside this finite comparison pattern.
Current systems, operations, finance, and human-capability cases named in the receiving DPF programmeStress-test finite baseline, interactions, constraints, uncertainty, and option effects across unlike fields.Cross-field recurrence establishes the comparison spine, not transferable formulas, thresholds, or authority.

Refresh only the affected source-use row when a newer result changes one Solution distinction or shows that a field-independent method can replace it. Older mathematical anchors remain historical where current work has repaired their limits.