fpf-simple

Category: Development & Coding | Uploader: CodeAlive-AI | Downloads: 0 | Version: v1.0（Latest）

First Principles Framework (FPF) — thinking amplifier. Use when user wants to think through a complex problem, architect a system, evaluate alternatives, decompose complexity, or plan rigorously. Also triggers on: FPF, bounded contexts, SoTA packs, assurance calculus, FPF Parts A-K. Not for simple task planning, general philosophy, or Agile unrelated to FPF.

Changelog: Source: GitHub https://github.com/CodeAlive-AI/fpf-simple-skill

Directory Structure

Current level: Root

📁 scripts/
- 📄 split_spec.py 5.2 KB
📁 sections/
- 📁 01-first-principles-framework-core-conceptual-specification/
  - 📄 _index.md 187 B
- 📁 02-table-of-content/
  - 📄 _index.md 94.8 KB
- 📁 03-preface/
  - 📄 01-what-this-specification-is.md 4.2 KB
  - 📄 02-creativity-in-open-ended-evolution-and-assurance.md 5.0 KB
  - 📄 03-navigating-uncertainty-building-closed-worlds-within-an-open.md 4.2 KB
  - 📄 04-fpf-as-an-evolutionary-architecture-for-thought.md 2.6 KB
  - 📄 05-architectural-characteristic-of-thought.md 8.0 KB
  - 📄 06-beyond-cognitive-biases-fpf-as-a-generative-architecture-for.md 5.4 KB
  - 📄 07-thinking-through-writing-the-fpf-discipline-of-conceptual-wo.md 4.8 KB
  - 📄 08-descriptive-ontologies-vs-a-thinking-oriented-architecture.md 2.4 KB
  - 📄 09-the-bitter-lesson-trajectory-compute-data-and-freedom-over-h.md 3.7 KB
  - 📄 10-from-flat-documents-to-high-dimensional-truth-the-multi-view.md 3.8 KB
  - 📄 11-boundary-statements-where-language-becomes-a-system-boundary.md 2.3 KB
  - 📄 12-raising-semantic-precision-from-triggers-to-math-backed-onti.md 2.9 KB
  - 📄 13-the-big-storylines-unique-to-fpf.md 1.9 KB
  - 📄 14-transdisciplinarity-as-a-meta-theory-of-thinking.md 3.4 KB
  - 📄 15-fpf-as-a-culinary-architecture-for-collective-thought-why-we.md 6.8 KB
  - 📄 16-intellect-stack.md 3.4 KB
  - 📄 17-purpose-scope-and-explicit-non-goals.md 3.1 KB
  - 📄 _index.md 5.6 KB
- 📁 04-part-a-kernel-architecture-cluster/
  - 📄 01-a-0---onboarding-glossary.md 17.0 KB
  - 📄 02-a-1---holonic-foundation-entity-holon.md 19.8 KB
  - 📄 03-a-1-1---u-boundedcontext-the-semantic-frame.md 22.7 KB
  - 📄 04-a-2---role-taxonomy.md 26.3 KB
  - 📄 05-a-2-1---u-roleassignment-contextual-role-assignment.md 41.0 KB
  - 📄 06-a-2-2-u-capability.md 21.9 KB
  - 📄 07-a-2-3---u-promisecontent.md 37.0 KB
  - 📄 08-a-2-4---u-evidencerole.md 26.5 KB
  - 📄 09-a-2-5---u-rolestategraph-the-named-state-space-of-a-role.md 38.6 KB
  - 📄 10-a-2-6---unified-scope-mechanism-context-slices-scopes.md 69.1 KB
  - 📄 11-a-2-7---u-rolealgebra-in-context-role-relations.md 3.6 KB
  - 📄 12-a-2-8---u-commitment.md 23.6 KB
  - 📄 13-a-2-9-u-speechact.md 22.9 KB
  - 📄 14-a-3---transformer-constitution.md 17.5 KB
  - 📄 15-a-3-1---u-method.md 20.3 KB
  - 📄 16-a-3-2---u-methoddescription.md 19.9 KB
  - 📄 17-a-3-3---u-dynamics.md 16.4 KB
  - 📄 18-a-4---temporal-duality-open-ended-evolution-principle.md 7.6 KB
  - 📄 19-a-5---open-ended-kernel-extension-layering.md 4.5 KB
  - 📄 _index.md 4.0 KB
- 📁 05-cluster-a-iv-a---signature-stack-boundary-discipline/
  - 📄 01-a-6---signature-stack-boundary-discipline.md 45.3 KB
  - 📄 02-a-6-b-boundary-norm-square.md 47.2 KB
  - 📄 03-a-6-c-contract-unpacking-for-boundaries.md 28.7 KB
  - 📄 04-a-6-0---u-signature---universal-law-governed-declaration-for.md 33.1 KB
  - 📄 05-a-6-1---u-mechanism---law-governed-application-to-a-subjectk.md 37.6 KB
  - 📄 06-a-6-2---u-effectfreeepistemicmorphing-effect-free-morphisms.md 36.2 KB
  - 📄 07-a-6-3---u-epistemicviewing-describedentity-preserving-morphi.md 29.0 KB
  - 📄 08-a-6-4---u-epistemicretargeting-describedentity-retargeting-m.md 28.8 KB
  - 📄 09-a-6-p-u-relationalprecisionrestorationsuite-relational-preci.md 55.4 KB
  - 📄 10-a-6-q---u-qualitytermprecisionrestoration-quality-term-preci.md 58.7 KB
  - 📄 11-a-6-a---u-actioninvitationprecisionrestoration---affordance.md 48.5 KB
  - 📄 12-a-6-5---u-relationslotdiscipline---slotkind-valuekind-refkin.md 50.9 KB
  - 📄 13-a-6-6---u-basedeclarationdiscipline---kind-explicit-scoped-w.md 43.3 KB
  - 📄 14-a-6-7---mechsuitedescription-description-of-a-set-of-distinc.md 28.1 KB
  - 📄 15-a-6-8---service-polysemy-unpacking.md 47.7 KB
  - 📄 16-a-6-9---u-crosscontextsamenessdisambiguation---repairing-cro.md 54.2 KB
  - 📄 17-a-6-s---u-signatureengineeringpair---signature-engineering-v.md 39.0 KB
  - 📄 18-a-6-h---wholeness-language-unpacking-rpr-whole.md 44.9 KB
  - 📄 _index.md 4.4 KB
- 📁 06-cluster-a-v---constitutional-principles-of-the-kernel/
  - 📄 01-a-7---strict-distinction.md 43.4 KB
  - 📄 02-a-8---universal-core-principle.md 11.0 KB
  - 📄 03-a-9---cross-scale-consistency.md 9.3 KB
  - 📄 04-a-10---evidence-graph-referring.md 18.7 KB
  - 📄 05-a-11---ontological-parsimony.md 10.4 KB
  - 📄 06-a-12---external-transformer-reflexive-split.md 14.9 KB
  - 📄 07-a-13---the-agential-role-agency-spectrum.md 16.5 KB
  - 📄 08-a-14---advanced-mereology-components-portions-aspects-phases.md 28.7 KB
  - 📄 09-a-15---role-method-work-alignment.md 18.8 KB
  - 📄 10-a-15-1---u-work.md 30.4 KB
  - 📄 11-a-15-2---u-workplan.md 10.2 KB
  - 📄 12-a-15-3---slotfillingsplanitem.md 36.1 KB
  - 📄 13-a-16---language-state-transduction-coordination.md 24.2 KB
  - 📄 14-a-16-0---u-languagestatetransductiontrajectory---optional-tr.md 19.5 KB
  - 📄 15-a-16-1---u-prearticulationcuepack.md 17.4 KB
  - 📄 16-a-16-2---reopen-sketchbackoff-respecify.md 14.9 KB
  - 📄 17-a-17---canonical-characteristic.md 22.6 KB
  - 📄 18-a-18---minimal-cslc-in-kernel.md 31.3 KB
  - 📄 19-a-19---characteristicspace-dynamics-hook.md 63.7 KB
  - 📄 20-a-19-cn---cn-frame.md 35.5 KB
  - 📄 21-a-19-chr---chrmechanismsuite.md 51.0 KB
  - 📄 22-a-19-unm---unified-normalization-mechanism.md 34.6 KB
  - 📄 23-a-19-uindm---unified-indicatorization-mechanism.md 27.0 KB
  - 📄 24-a-19-uscm---unified-scoring-mechanism-uscm.md 31.9 KB
  - 📄 25-a-19-ulsam---unified-lawful-scale-aggregation-mechanism.md 30.5 KB
  - 📄 26-a-19-cpm---unified-comparison-mechanism.md 34.3 KB
  - 📄 27-a-19-selectormechanism---unified-selection-kernel-selectorme.md 37.0 KB
  - 📄 28-a-20---u-flow-constraintvalidity-eulerian.md 31.3 KB
  - 📄 29-a-21-gateprofilization-operationalgate.md 27.5 KB
  - 📄 _index.md 6.0 KB
- 📁 07-part-b-trans-disciplinary-reasoning-cluster/
  - 📄 01-b-1---universal-algebra-of-aggregation.md 16.0 KB
  - 📄 02-b-1-1---dependency-graph-proofs.md 27.9 KB
  - 📄 03-b-1-2---system-specific-aggregation-sys.md 12.0 KB
  - 📄 04-b-1-3---epist---knowledge-specific-aggregation.md 26.0 KB
  - 📄 05-b-1-4---contextual-temporal-aggregation.md 22.2 KB
  - 📄 06-b-1-5---method-order-sensitive-method-composition-work-enact.md 24.9 KB
  - 📄 07-b-1-6---work-work-as-spent-resource.md 24.4 KB
  - 📄 08-b-2---meta-holon-transition-recognizing-emergence-and-re-ide.md 23.8 KB
  - 📄 09-b-2-2---meta-system-transition.md 11.2 KB
  - 📄 10-b-2-3---meta-epistemic-transition.md 23.2 KB
  - 📄 11-b-2-4---meta-functional-transition.md 16.1 KB
  - 📄 12-b-2-5-supervisor-subholon-feedback-loop.md 13.2 KB
  - 📄 13-b-3---trust-assurance-calculus.md 29.0 KB
  - 📄 14-b-3-3-assurance-subtypes-levels.md 11.2 KB
  - 📄 15-b-3-4---evidence-decay-epistemic-debt.md 12.0 KB
  - 📄 16-b-3-5---working-model-relations-grounding.md 31.7 KB
  - 📄 17-b-4---canonical-evolution-loop.md 13.4 KB
  - 📄 18-b-4-1---observe---notice---stabilize---route.md 13.3 KB
  - 📄 19-b-5---canonical-reasoning-cycle.md 11.2 KB
  - 📄 20-b-5-1---explore-shape-evidence-operate.md 5.8 KB
  - 📄 21-b-5-2---abductive-loop.md 21.2 KB
  - 📄 22-b-5-2-0---u-abductiveprompt.md 12.5 KB
  - 📄 23-b-5-2-1---creative-abduction-with-nqd.md 18.2 KB
  - 📄 24-b-5-3---role-projection-bridge.md 10.9 KB
  - 📄 _index.md 5.4 KB
- 📁 08-part-c-kernel-extensions-specifications/
  - 📄 01-c-2---epistemic-holon-composition.md 13.5 KB
  - 📄 02-c-2-1---u-episteme-epistemes-and-their-slot-graph.md 60.5 KB
  - 📄 03-c-2-2---reliability-r-in-the-f-g-r-triad.md 37.1 KB
  - 📄 04-c-2-2a---u-languagestatespace---language-state-chart-over-u.md 15.1 KB
  - 📄 05-c-2-3---unified-formality-characteristic-f.md 18.5 KB
  - 📄 06-c-2-ls---u-languagestatefacetprofile---thin-owner-for-langua.md 13.4 KB
  - 📄 07-c-2-4---u-articulationexplicitness.md 10.6 KB
  - 📄 08-c-2-5---u-languagestateclosuredegree.md 10.0 KB
  - 📄 09-c-2-6---u-languagestateanchoringmode.md 10.6 KB
  - 📄 10-c-2-7---u-languagestaterepresentationfactorbundle.md 9.9 KB
  - 📄 11-c-3---kinds-intent-extent-and-typed-reasoning.md 59.0 KB
  - 📄 12-c-3-1---u-kind-subkindof.md 9.2 KB
  - 📄 13-c-3-2---kindsignature-extension-memberof.md 15.1 KB
  - 📄 14-c-3-3---kindbridge-cl-k-cross-context-mapping-of-kinds.md 18.4 KB
  - 📄 15-c-3-4---rolemask-contextual-adaptation-of-kinds.md 16.4 KB
  - 📄 16-c-3-5---kindat-intentional-abstraction-facet-for-kinds.md 11.8 KB
  - 📄 17-c-3-a---typed-guard-macros-for-kinds-usm.md 52.8 KB
  - 📄 18-c-13-constructional-mereology.md 23.1 KB
  - 📄 19-c-16---measurement-metrics-characterization.md 39.3 KB
  - 📄 20-c-17---characterising-generative-novelty-value.md 56.8 KB
  - 📄 21-c-18---open-ended-search-calculus.md 9.7 KB
  - 📄 22-c-18-1---scaling-law-lens-binding.md 8.8 KB
  - 📄 23-c-19---explore-exploit-governor.md 9.8 KB
  - 📄 24-c-19-1---bitter-lesson-preference.md 7.9 KB
  - 📄 25-c-20---composition-of-u-discipline.md 11.5 KB
  - 📄 26-c-21---field-health-structure.md 19.6 KB
  - 📄 27-c-22---problem-typing-tasksignature-assignment.md 25.6 KB
  - 📄 28-c-23---methodfamily-evidence-maturity.md 23.2 KB
  - 📄 29-c-24---agentic-tool-use-call-planning.md 13.0 KB
  - 📄 30-c-25---q-bundle-authoring--ilities-as-structured-quality-bun.md 23.1 KB
  - 📄 _index.md 8.2 KB
- 📁 09-part-d-multi-scale-ethics-conflict-optimisation/
  - 📄 01-d-5---bias-audit-ethical-assurance.md 12.5 KB
  - 📄 _index.md 2.2 KB
- 📁 10-part-e---fpf-constitution-and-authoring-cluster/
  - 📄 _index.md 55 B
- 📁 11-section-e-i---the-fpf-constitution/
  - 📄 01-e-1---vision-mission-operating-system-for-thought.md 4.8 KB
  - 📄 02-e-2---the-eleven-pillars.md 14.2 KB
  - 📄 03-e-3---principle-taxonomy-precedence-model.md 15.3 KB
  - 📄 04-e-4---fpf-artefact-architecture.md 5.3 KB
  - 📄 05-e-5---four-guard-rails-of-fpf.md 6.2 KB
  - 📄 06-e-5-1---devops-lexical-firewall.md 3.7 KB
  - 📄 07-e-5-2---notational-independence.md 4.3 KB
  - 📄 08-e-5-3---unidirectional-dependency.md 4.5 KB
  - 📄 09-e-5-4---cross-disciplinary-bias-audit.md 4.3 KB
  - 📄 10-e-6---didactic-architecture-of-the-specification.md 4.4 KB
  - 📄 11-e-7---archetypal-grounding-principle.md 4.5 KB
  - 📄 12-e-8---fpf-authoring-conventions-style-guide.md 27.2 KB
  - 📄 13-e-9---design-rationale-record-method.md 6.8 KB
  - 📄 14-e-10---unified-lexical-rules-for-fpf.md 77.9 KB
  - 📄 15-e-10-p---conceptual-prefixes-policy-registry.md 2.4 KB
  - 📄 16-e-10-d1---lexical-discipline-for-context.md 12.9 KB
  - 📄 17-e-10-d2---intension-description-specification-discipline.md 36.7 KB
  - 📄 18-e-12---didactic-primacy-cognitive-ergonomics.md 9.7 KB
  - 📄 19-e-13---pragmatic-utility-value-alignment.md 10.0 KB
  - 📄 20-e-14---human-centric-working-model.md 31.2 KB
  - 📄 21-e-15---lexical-authoring-evolution-protocol.md 13.2 KB
  - 📄 22-e-16---roc-autonomy-budget-enforcement.md 17.1 KB
  - 📄 23-e-17-0---u-multiviewdescribing-viewpoints-views-corresponden.md 26.6 KB
  - 📄 24-e-17-1---u-viewpointbundlelibrary---reusable-viewpoint-bundl.md 23.0 KB
  - 📄 25-e-17-2---tevb-typical-engineering-viewpoints-bundle.md 33.5 KB
  - 📄 26-e-17---multi-view-publication-kit.md 34.0 KB
  - 📄 27-e-18---transduction-graph-architecture.md 66.1 KB
  - 📄 28-e-19---pattern-quality-gates-review-refresh-profiles.md 33.9 KB
  - 📄 29-e-20---mechanism-introduction-protocol.md 30.0 KB
  - 📄 _index.md 6.3 KB
- 📁 12-part-f-the-unification-suite-concept-sets-sensecells-contextual-role-a/
  - 📄 _index.md 109 B
- 📁 13-cluster-f-i-context-of-meaning-raw-material/
  - 📄 01-f-0-1---contextual-lexicon-principles.md 21.8 KB
  - 📄 02-f-1---domain-family-landscape-survey.md 25.8 KB
  - 📄 03-f-2-term-harvesting-normalisation.md 22.0 KB
  - 📄 04-f-3---intra-context-sense-clustering.md 22.5 KB
  - 📄 05-f-4---role-description.md 24.2 KB
  - 📄 06-f-5---naming-discipline-for-u-types-roles.md 24.2 KB
  - 📄 07-f-6---role-assignment-enactment-cycle.md 23.1 KB
  - 📄 08-f-7---concept-set-table.md 27.1 KB
  - 📄 09-f-8---mint-or-reuse.md 26.8 KB
  - 📄 10-f-9---alignment-bridge-across-contexts.md 37.4 KB
  - 📄 11-f-9-1---bridge-stance-overlay.md 11.5 KB
  - 📄 12-f-10---status-families-mapping.md 29.7 KB
  - 📄 13-f-11---method-quartet-harmonisation.md 27.1 KB
  - 📄 14-f-12-service-acceptance-work-evidence-link.md 25.2 KB
  - 📄 15-f-13---lexical-continuity-deprecation.md 24.1 KB
  - 📄 16-f-14---anti-explosion-control.md 23.0 KB
  - 📄 17-f-15---scr-rscr-harness-for-unification.md 23.6 KB
  - 📄 18-f-16---worked-example-template.md 23.3 KB
  - 📄 19-f-17---unified-term-sheet.md 18.5 KB
  - 📄 _index.md 3.4 KB
- 📁 14-block-fpf-u-type-unified-tech-name-unified-plain-name-plain-twin-gover/
  - 📄 _index.md 750 B
- 📁 15-block-base-concept-scale-map/
  - 📄 01-f-18---local-first-unification-naming-protocol.md 72.7 KB
  - 📄 _index.md 4.6 KB
- 📁 16-part-g-discipline-sota-patterns-kit/
  - 📄 01-g-core---part-g-core-invariants.md 40.2 KB
  - 📄 02-g-0---frame-standard-and-comparability-governance-cg-spec.md 25.5 KB
  - 📄 03-g-1---cg-frame-ready-generator.md 27.7 KB
  - 📄 04-g-2---sota-harvester-synthesis.md 39.7 KB
  - 📄 05-g-3---chr-authoring-for-a-cg-frame-characteristics-scales-le.md 36.1 KB
  - 📄 06-g-4---cal-authoring-for-a-cg-frame-operators-acceptance-clau.md 33.8 KB
  - 📄 07-g-5---multi-method-dispatcher-methodfamily-registry.md 35.6 KB
  - 📄 08-g-6---evidence-graph-provenance-ledger.md 37.7 KB
  - 📄 09-g-7---cross-tradition-bridge-calibration-kit.md 35.2 KB
  - 📄 10-g-8---sos-log-bundles-maturity-ladders.md 32.6 KB
  - 📄 11-g-9-parity-benchmark-harness.md 30.3 KB
  - 📄 12-g-10---sota-pack-shipping.md 27.2 KB
  - 📄 13-g-11---telemetry-driven-refresh-decay-orchestrator.md 30.1 KB
  - 📄 14-g-12-dhc-dashboards.md 29.3 KB
  - 📄 15-g-13---external-interop-hooks-for-sota-discipline-packs.md 27.8 KB
  - 📄 _index.md 3.0 KB
- 📁 17-part-h-glossary-definitional-pattern-index/
  - 📄 _index.md 618 B
- 📁 18-part-i-annexes-extended-tutorials/
  - 📄 _index.md 699 B
- 📁 19-part-j-indexes-navigation-aids/
  - 📄 _index.md 540 B
- 📁 20-part-k-lexical-debt/
  - 📄 01-mandatory-replacement-map-for-measurement-terms.md 1.8 KB
  - 📄 02-migration-debt-from-a-2-6.md 3.5 KB
  - 📄 _index.md 583 B
📄 .gitmodules 70 B
📄 FPF-SKILL-UPDATE-GUIDE.md 5.6 KB
📄 LICENSE 1.0 KB
📄 README-RU.md 5.1 KB
📄 README.md 3.5 KB
📄 SKILL.md 8.7 KB

SKILL.md

---
name: fpf-simple
description: "First Principles Framework (FPF) — thinking amplifier. Use when user wants to think through a complex problem, architect a system, evaluate alternatives, decompose complexity, or plan rigorously. Also triggers on: FPF, bounded contexts, SoTA packs, assurance calculus, FPF Parts A-K. Not for simple task planning, general philosophy, or Agile unrelated to FPF."
license: MIT
---

# First Principles Framework (FPF)

An "Operating System for Thought" — a transdisciplinary architecture for reasoning,
written in human- and machine-readable pseudo-code. FPF turns raw intelligence (human or machine)
into organisationally usable reasoning: explicit bounded contexts, auditable artefacts, multi-view
descriptions, and disciplined hand-offs between specialised actors.

## Use cases

Use FPF whenever you need to think more rigorously than the situation's default.

- Decompose a messy, cross-domain problem into parts that can be reasoned about independently
- Make a high-stakes decision with incomplete evidence — and know what evidence is still missing
- Get a mixed team to reason together without vocabulary collisions or hidden assumptions
- Audit whether a conclusion is well-founded or just plausible
- Transfer an insight across domains without losing precision or introducing category errors
- Structure a proposal that must survive scrutiny from multiple expert perspectives
- Generate alternatives systematically instead of anchoring on the first idea
- Define what "better" means before comparing options

## How to navigate

The use cases above help decide WHETHER to invoke FPF. The router below decides WHERE to go once invoked.

### Step 1 — Match the thinking need to a starting point

| What you need to do | Start here |
|---|---|
| **Decompose** a complex whole into bounded parts | 04 Kernel → A.1 Holons, A.1.1 Bounded Contexts, A.14 Mereology |
| **Assign** roles and responsibilities | 04 Kernel → A.2 Roles, A.15 Role-Method-Work Alignment |
| **Set boundaries** on what statements mean | 05 Signature Stack → classify as definitions, gates, duties, or evidence |
| **Prevent category errors** (role vs. function, method vs. work) | 06 Constitutional Principles → A.7 Strict Distinction |
| **Evaluate confidence** in a claim or artifact | 07 Part B → B.3 Trust & Assurance; 08 Part C → C.2 F-G-R scoring |
| **Compose** parts into wholes preserving properties | 07 Part B → B.1 Gamma algebra; 08 Part C → C.13 Compose-CAL |
| **Reason through** a problem systematically | 07 Part B → B.5 Reasoning Cycle, B.5.2 Abductive Loop |
| **Generate alternatives** / explore solution space | 08 Part C → C.18 NQD Open-Ended Search, C.19 Explore-Exploit |
| **Measure and compare** options rigorously | 06 A.V → A.17-A.19 Characteristics & CSLC; 08 Part C → C.16 MM-CHR |
| **Score knowledge** quality (formality, scope, reliability) | 08 Part C → C.2 KD-CAL, C.2.2 Reliability, C.2.3 Formality |
| **Resolve conflicts** across stakeholders or values | 09 Part D → Ethics & Conflict |
| **Unify vocabulary** across teams or domains | 13 F.I Context of Meaning → 14-15 UTS tables → 20 Lexical Debt |
| **Document** for multiple audiences | 11 E-I Constitution → E.17 Multi-View Publication Kit |
| **Survey a discipline** and build a reusable toolkit | 16 Part G → SoTA Packs, TraditionCards, OperatorCards |
| **Trace provenance** of a claim | 06 A.V → A.10 Evidence Graph; 16 Part G → G.6 Provenance Ledger |

For complex problems, follow paths across multiple sections — the router shows where to start, not where to stop.

### Step 2 — Read the _index.md, then the sub-section

1. Open the `_index.md` of the target section folder — it lists all sub-sections with line counts and descriptions.
2. Read only the specific sub-section file you need.
3. Do NOT load entire sections. Pick the narrowest file that serves the user's question.

### Step 3 — Apply in plain language

Use plain language for the user. Introduce FPF-internal names (U.Holon, Gamma, F-G-R)
only when they add precision the user needs.

### Step 4 — Compose findings across sections

When a problem draws from multiple sections:

1. State each pattern's contribution in one line (e.g., "Bounded Contexts gives us the parts; Trust Calculus scores our confidence in each").
2. If patterns from different sections appear to conflict, check for category errors via A.7 Strict Distinction — the conflict is usually a level confusion (role vs. function, method vs. work), not a real contradiction.
3. Synthesize in natural order: decomposition first (what are the parts?), then evaluation (how confident are we?), then resolution (what do we do about gaps?).
4. Do not just list FPF patterns — weave them into a coherent answer to the user's actual question.

## Starter prompt (example — adapt to the user's actual role and need)

> You have the FPF specification loaded.
> Help me structure my project / problem / programme.
> Use plain language for an engineer-manager.
> Propose: (1) bounded contexts / specialisations, (2) decision criteria, (3) key alternatives,
> (4) hand-offs, and (5) missing evidence or tests before commitment.
> Introduce internal FPF names only when they add precision.

## Section INDEX

Structural reference. Each entry is a folder — read its `_index.md` first, then pick the sub-section.

| # | Section | Sub | When to use |
|---|---------|:---:|-------------|
| 01 | [Title page](sections/01-first-principles-framework-core-conceptual-specification/_index.md) | 0 | Authorship, version date, top-level identity. |
| 02 | [Table of Content](sections/02-table-of-content/_index.md) | 0 | Navigate the spec, locate a pattern, trace inter-section dependencies. |
| 03 | [Preface](sections/03-preface/_index.md) | 17 | **Onboard**: reading paths by role, FPF philosophy, purpose and non-goals. |
| 04 | [Part A — Kernel](sections/04-part-a-kernel-architecture-cluster/_index.md) | 19 | **Decompose and assign**: holons, bounded contexts, roles, transformers, method/work separation. |
| 05 | [A.IV.A — Signatures](sections/05-cluster-a-iv-a---signature-stack-boundary-discipline/_index.md) | 18 | **Set boundaries**: classify statements as definitions, gates, duties, or evidence. |
| 06 | [A.V — Principles](sections/06-cluster-a-v---constitutional-principles-of-the-kernel/_index.md) | 29 | **Prevent confusion**: category errors, measuring, comparing, evidence graphs. |
| 07 | [Part B — Reasoning](sections/07-part-b-trans-disciplinary-reasoning-cluster/_index.md) | 24 | **Compose and evaluate**: aggregation (Gamma), trust scores, emergence, reasoning cycles. |
| 08 | [Part C — Extensions](sections/08-part-c-kernel-extensions-specifications/_index.md) | 30 | **Score and search**: epistemic quality (F-G-R), kinds, measurement, open-ended search. |
| 09 | [Part D — Ethics](sections/09-part-d-multi-scale-ethics-conflict-optimisation/_index.md) | 1 | **Resolve conflicts**: ethical trade-offs, bias auditing, safety overrides. |
| 10 | [Part E — Constitution](sections/10-part-e---fpf-constitution-and-authoring-cluster/_index.md) | 0 | Entry point for Part E subsections. |
| 11 | [E-I — Constitution](sections/11-section-e-i---the-fpf-constitution/_index.md) | 29 | **Govern and publish**: 11 Pillars, guard-rails, multi-view publication (MVPK). |
| 12 | [Part F — Unification](sections/12-part-f-the-unification-suite-concept-sets-sensecells-contextual-role-a/_index.md) | 0 | Entry point for Part F subsections. |
| 13 | [F.I — Meaning](sections/13-cluster-f-i-context-of-meaning-raw-material/_index.md) | 19 | **Align vocabulary**: semantic drift, homonym collisions, Alignment Bridges. |
| 14 | [UTS Layout A](sections/14-block-fpf-u-type-unified-tech-name-unified-plain-name-plain-twin-gover/_index.md) | 0 | **Map concepts** across standards (BPMN, PROV-O, ITIL). |
| 15 | [UTS Layout B](sections/15-block-base-concept-scale-map/_index.md) | 1 | **Map concepts** across disciplines (operations, physics, math). |
| 16 | [Part G — SoTA Kit](sections/16-part-g-discipline-sota-patterns-kit/_index.md) | 15 | **Harvest disciplines**: SoTA Packs, TraditionCards, OperatorCards, benchmarks. |
| 17 | [Part H — Glossary](sections/17-part-h-glossary-definitional-pattern-index/_index.md) | 0 | **Look up terms**: canonical definitions, four-register naming, cross-references. |
| 18 | [Part I — Annexes](sections/18-part-i-annexes-extended-tutorials/_index.md) | 0 | Walkthroughs, change log, external standards mappings. |
| 19 | [Part J — Indexes](sections/19-part-j-indexes-navigation-aids/_index.md) | 0 | Concept-to-pattern, pattern-to-example, principle-trace indexes. |
| 20 | [Part K — Lexical Debt](sections/20-part-k-lexical-debt/_index.md) | 2 | **Fix terminology**: mandatory replacements and migration debt. |

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