KD‑CAL

About this pattern

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Scope & exports. A substrate-neutral calculus for composing epistemic holons (U.Episteme) and reasoning about their change and equivalence. Exports: (i) three point-characteristicsFormality F, ClaimScope G, Reliability R—that locate one exact claim-bearing episteme for a stated use; (ii) a pairwise ladder of Congruence Levels (CL 0…3); (iii) four Δ-moves (Formalise, Generalise/Specialise, Calibrate/Validate, Congrue); (iv) composition rules (Γ_epist) for aggregates; and (v) propagation laws for CL through mappings and notation relations. C.2.1 identifies an episteme by its exact claim content, exact EntityOfConcern, and effective U.ReferenceScheme under EpistemeConstitutionRelation. Empirical grounding and edition are separate C.2.1 relations. Viewpoint selection and U.View conformance use E.17.0; mathematical or diagrammatic representation uses C.29 and A.6.3.RT; publication uses E.17/E.24.PUB; a carrier remains a distinct entity. Every F–G–R computation names the exact claim and its U.ClaimScope. If a path changes scope, notation, kind, reference plane, source-local meaning, model-use basis, or evidence basis, it names the actual relation traversed and applies only the loss that relation declares; no generic Context, slot umbrella, or Bridge stands in for those different relations.

Formality F is the rigor characteristic defined normatively in C.2.3. All KD‑CAL computations and guards SHALL use U.Formality (F0…F9) as specified there; no parallel “mode” ladders are allowed.

FPF fixes two archetypal sub-holons: U.System (physical/operational) and U.Episteme (knowledge holon). KD-CAL is the primary composition pattern for U.Episteme, giving engineers a compact, testable way to say (a) how strictly an episteme is written (F), (b) where its exact claim is asserted to apply (G), (c) how well that claim is warranted by evidence or severe tests (R), and (d) how closely two epistemes coincide (CL). C.2.1 supplies the constitution test: exact claim content, one exact EntityOfConcern, and one effective U.ReferenceScheme. Grounding, edition, viewpoint, view, representation, publication, form, and carrier remain neighboring objects or relations under their direct patterns.

Keywords

  • knowledge
  • epistemic
  • evidence
  • trust
  • assurance
  • F-G-R
  • Formality
  • ClaimScope
  • Reliability
  • provenance.

Relations

C.2explicit referenceMathematical Lens Use
C.2explicit referenceMulti‑View Publication Kit
C.2explicit referenceWork-Resource Aggregation

Content

Problem Frame

FPF fixes two archetypal sub-holons: U.System (physical/operational) and U.Episteme (knowledge holon). KD-CAL is the primary composition pattern for U.Episteme, giving engineers a compact, testable way to say (a) how strictly an episteme is written (F), (b) where its exact claim is asserted to apply (G), (c) how well that claim is warranted by evidence or severe tests (R), and (d) how closely two epistemes coincide (CL). C.2.1 supplies the constitution test: exact claim content, one exact EntityOfConcern, and one effective U.ReferenceScheme. Grounding, edition, viewpoint, view, representation, publication, form, and carrier remain neighboring objects or relations under their direct patterns.

Problem

Teams routinely entangle programs, specifications, proofs, and datasets; a “proof” is treated as a tested routine, a “program” is cited as if it entailed a theorem. Trust decays because justification and evidence freshness are not explicit. Epistemes are anthropomorphised as actors (“the standard enforces…”), producing category errors at execution. Without a shared composition and equivalence calculus, aggregates hide weakest links and analogies harden into overclaims. KD‑CAL must stop these failure modes with a single constitution and scale‑set.

Forces

  • Universality vs domain idioms. One calculus must cover physics theories, legal codes, safety specs, algorithms, and formal proofs without flattening their differences.
  • Meaning vs materiality. Meaning must be independent of carrier, yet accountable to it historically.
  • Deductive vs empirical. Axiomatic certainty and empirical trust have different evidence-continuity profiles; both must compose.
  • Abstraction vs enactment. Epistemes constrain action; systems act. The calculus must keep the roles distinct.

Solution

Coordinates, constitution, and neighboring relations

KD‑CAL characteristics (single‑episteme, point‑values).

  • Formality F. From free prose to machine‑checkable proof/specification. Litmus: would a machine reject it if wrong?
  • Claim scope (G), a set‑valued applicability over U.ContextSlice, with ∩/SpanUnion/translate algebra; CL penalties apply to R, not to F/G. Litmus: how wide is the declared scope, and under what minimal assumptions does the claim hold?
  • Reliability R. From untested idea to continuously validated claim. Litmus: where is the last successful severe test? R‑claims MUST bind to evidence and declare relevance windows; stale bindings degrade R or require waiver per ESG policy.

Congruence Level (CL), pairwise ladder. CL‑0 Opposed/Disjoint (contrastive; no substitution); CL‑1 Comparable / Naming‑only (label similarity; no substitution); CL‑2 Translatable / RoleAssignment‑eligible (structure‑preserving mapping in a declared fragment with stated loss; theorems may transport); CL‑3 Near‑identity / Type‑structure‑safe (invariants match; type‑structure substitution allowed). CL is a characteristic of a relation between two epistemes; it is not a fourth member of the F–G–R assurance tuple and it is not a characteristic space of its own. Norm: substitution is permitted only if plane‑preserving and CL ≥ 2; substituting type‑structure requires CL = 3.

Constitution and neighboring relations. State F, G, and R for one exact claim of one C.2.1 episteme. Its exact claim content, EntityOfConcern, and effective U.ReferenceScheme identify the episteme through EpistemeConstitutionRelation. F characterizes the claim's form; G is the separate U.ClaimScope; R relies on exact evaluation, evidence-use, and assurance relations. Empirical grounding and edition remain separate C.2.1 relations. Viewpoint selection and view conformance remain under E.17.0; notation and other representation structure remain under C.29/A.6.3.RT; publication occurrence, form, and carrier remain under E.17/E.24.PUB. Multiple notations are allowed only when their exact representation or notation relation is explicit and any declared loss is applied to R rather than hidden in an omnibus episteme field.

Four Δ‑moves (epistemic motion)

  • ΔF — Formalise. Rewrite for stricter calculi/grammars; raise proof obligations.
  • ΔG — Generalise / Specialise. Widen or narrow the claim scope (assumptions & scope). Changes to decomposition granularity are an orthogonal view and do not change G unless they alter the envelope.
  • ΔR — Calibrate / Validate. Strengthen severe tests or add live monitoring; update evidence bindings.
  • ΔCL — Congrue. Establish and record the sameness relation between two epistemes (ladder 0→3). Moves compose into paths; CL along a path is the minimum of its links.

Composition (Γ_epist) and propagation

Let Γ_epist combine epistemes {Eᵢ} into a composite episteme Γ that makes a joint claim (AND‑style) or exposes an interface (series composition). KD‑CAL imposes safe defaults:

  • R (Reliability). Along any justification path P, compute R_eff(P) = max(0, min_i R_i − Φ(CL_min(P))) (weakest‑link with congruence penalty). For series composition (claims needed conjunctively), the path‑wise weakest‑link applies; for parallel support (independent lines to the same claim), use R(Γ) = max_P R_eff(P) (annotate independence); never exceed the best attested line. A traversed notation, scope-translation, kind, plane, source-local, model-use, or evidence-reuse relation contributes to CL_min(P) only through the loss rule it actually declares.

  • F (Formality). F(Γ) = minᵢ F(Eᵢ) (monotone non‑increasing along used paths). To raise F, apply ΔF to the weakest parts.

  • G (ClaimScope). On any dependency path, take the intersection of claim scopes (the narrowest overlapping scope). Across independent support paths to the same claim, set G(Γ) = SpanUnion({G_path}) constrained by support (drop unsupported regions). Widening/narrowing the scope is an explicit ΔG± operation.

  • CL (Congruence). For a chain of mappings E₀ ~ E₁ ~ … ~ Eₖ, the path congruence is min CL(Eⱼ,Eⱼ₊₁). Passing through a NotationBridge sets CL to the bridge’s declared level; the Φ(CL) penalty is applied in the R fold for any path that traverses it.

These rules keep Γ aligned with the holonic kernel: Γ is only defined on holons and respects identity/boundary discipline from the core.

What must not be conflated (normative guards)

  • Representation structure ≠ carrier. Files, PDFs, or repositories are carriers outside the episteme; they never count as parts of U.Episteme (see C.2.1 EP‑1; CC‑EPI‑2/3).
  • Epistemes do not act. Only systems perform Work. Epistemes carry claim content and can participate in constitution, grounding, edition, description, evidence-use, reliance, viewing, representation, and publication relations under their direct patterns.
  • CL is not a score. It is a qualitative ladder of preservation classes; do not average it.

✱ Archetypal Grounding (Tell–Show–Show)

Universal rule (tell). Compose knowledge by Γ_epist with weakest-link R, monotone F, and explicit CL on every relation that declares it. Identify the episteme by exact claim content, EntityOfConcern, and effective reference scheme; keep empirical grounding, edition, viewpoint selection, view conformance, representation, publication form, publication occurrence, and carrier in their own direct relations.

System (show, current physical-system lens). Consider a battery-pack thermal subsystem integrating a physics model of heat flow and an operating envelope for fast-charge. As a system, it composes pumps, sensors, and controllers through the system, composition, boundary, state, and dynamics guidance in A.1, A.14, A.22, and A.3.4, with conservation constraints made explicit; B.1.6 and C.16 govern resource and measurement claims as applicable. Planned C.1 (Sys-CAL) may later consolidate that guidance, but it supplies no current governing semantics. The assurance story depends on epistemes about the model and envelope; the system acts, epistemes constrain. (Archetypes and boundary discipline per core.)

Episteme (show, KD-CAL lens). Consider a CMIP-class climate projection episteme (post-2015 generation): its exact claim content covers PDEs and parameterisations; its EntityOfConcern identifies what the projection claims concern; and its effective reference scheme supplies the interpretation rules. A separate U.ClaimScope names historical forcings, resolution, and assumptions. Any empirical-grounding occurrence names the grounding holon and covered claim subgraph separately. Its representation may include domain equations and a tabular schema linked by an explicit notation or representation relation with stated loss. Compose sub-epistemes for radiation, clouds, and ocean mixing: R = min across the critical path; an independent hindcast line can raise R only up to its own level; F is bounded by the least-formal sub-claim unless the composition adds formal invariants.

Bias‑Annotation

  • Metric worship. Treating [F,G,R] as ends rather than means; mitigation: require evidence bindings and narrative of limits in the claim scope and grounding envelope.
  • Category slip. Equating a notation, view, publication form, or carrier with claim content, EntityOfConcern, effective reference scheme, or an empirical-grounding participant; mitigation: apply C.2.1 constitution and then the direct neighboring relation pattern.
  • Analogy inflation. Presenting CL‑0/1 as identity; mitigation: always name the CL rung for cross‑mappings.

Conformance Checklist

  1. C2-1 (Episteme constitution and neighbors). Every U.Episteme MUST satisfy C.2.1 constitution through exact claim content, one exact EntityOfConcern, and one effective U.ReferenceScheme. Empirical grounding and edition are stated through their separate C.2.1 relations. Viewpoint selection and U.View conformance use E.17.0; representation uses C.29/A.6.3.RT; publication occurrence, form, and carrier use E.17/E.24.PUB. None is treated as an episteme slot or identity component merely because a record or notation places it beside the constitution values.
  2. C2‑2 (Coordinates). Each episteme SHALL declare [F,G,R] with a brief rationale; F is U.Formality ∈ {F0…F9} per C.2.3, exactly one episteme‑level F computed as the min over essential parts. CL is declared for pairs only. A named notation scheme MAY use sub‑anchors (e.g., F4[OCL], F7[HOL]), which MUST preserve the global order and map to their parent anchor from C.2.3.
  3. C2‑3 (Composition). Authors SHALL choose Γ_mode (series vs parallel). For any justification path use R_eff(P) = max(0, min_i R_i − Φ(CL_min(P))); for parallel independent lines to the same claim, take R(Γ) = max_P R_eff(P) (never exceeding the highest-R support line). Compute F(Γ) = min along the used paths. For G, use path‑wise intersections and then SpanUnion({G_path}) constrained by support. A traversal MUST name the actual scope-translation, notation, kind, plane, source-local, model-use, evidence-reuse, or other direct relation and apply only its declared congruence loss to R.
  4. C2‑4 (NotationBridge). Multi‑notation representation components SHOULD register NotationBridge edges with CL and loss note; any cross‑notation reasoning MUST cite the bridge’s CL.
  5. C2‑5 (No action). Epistemes MUST NOT be assigned actions; work is executed by systems in role.

Consequences

Benefits. A single, compact map for all knowledge epistemes or publications; fast detection of weakest‑link R in aggregates; disciplined reuse across domains with explicit CL; consistent separation of meaning from material carriers. Trade-offs. Authors must learn to declare Γ-mode and CL explicitly; multi-notation work requires relation-specific bookkeeping. Mitigation: the three-part C.2.1 constitution test and direct neighboring patterns keep the ordinary entry brief while preserving recoverable precision.

Rationale

KD-CAL turns the coarse legacy semiotic picture into holonic composition over exact C.2.1 epistemes and their claims. Exact claim content, EntityOfConcern, and effective reference scheme keep episteme identity stable; formal structure and claim scope (F,G), evidence (R), and pairwise congruence (CL) remain visible and composable without an omnibus slot relation. Direct grounding, edition, view, representation, publication, and carrier patterns prevent category collapse. The resulting characteristics remain manager-readable and formalisation-ready, with G grounded in scope/envelope rather than part count.

Relations

  • Depends on: C.2.1 U.Episteme: Constitution, Empirical Grounding, and Edition Relations for episteme identity, the constitution relation, and the separate grounding and edition relations; E.17.0 for viewpoint selection and U.View conformance; C.29 and A.6.3.RT for representation; and E.17/E.24.PUB for publication occurrence, form, and carrier.
  • Peers: planned Sys-CAL (C.1) may later consolidate physical-system guidance; current system composition, boundary, state, conservation, resource, and measurement claims use A.1, A.14, A.22, A.3.4, B.1.6, and C.16 as applicable. KD-CAL composes epistemes and feeds assurance lenses in Part B.
  • Constrained by authoring: Architectural patterns must include Tell–Show–Show with Archetypal Grounding (this section).

Worked mini‑examples (post‑2015 flavours)

  • Formal lift (ΔF). Recasting a 2019 variational free‑energy narrative into a typed calculus raises F, clarifies scope, and enables CL‑2 bridges between biological and ML formulations—without claiming empirical gain (R unchanged).
  • Parallel evidence (R, max). Two independent hindcast lines (circa CMIP6, 2019) supporting the same forecast allow R(Γ)=max(R₁,R₂); if one line drifts, the composite is bounded by the higher-R support line until series constraints apply.
  • Notation bridge (CL drop). A 2021 type‑theoretic specification rendered in a semi‑formal DSL requires a NotationBridge with a CL<3 note; any theorem transported across must respect the bridge’s declared preservation.

(No tooling is implied; these are conceptual moves within the calculus.)

C.2:End


Last Updated: 2026-08-30 — upstream FPF commit e400eab3 (github.com/ailev/FPF)