fpf-problem-solving git:20260901.fbfa0deA

Immutable. This exact content is served forever at /api/v1/blob/e0cf870895307116.

---
name: fpf-problem-solving
description: "Use First Principles Framework (FPF) to solve problems, architect systems, evaluate alternatives, decompose complexity, classify problems, define quality, recover methods from work evidence, steer or recovery-test work, discover consequence-bearing systems, compare configuration changes, clarify learning/development claims, probe capability loss, decide under uncertainty, establish causality, reason about time, synthesize architecture, check model fit, recover project/process/case/role subjects, govern ontic/U-kind admission, request specialist results, synthesize ontologies, publish views, revalidate sources, select representations, compare result routes. Also triggers on: FPF, bounded contexts, SoTA packs, assurance calculus, decision theory, causal/temporal reasoning, architecture, modularity, transformation-flow networks, narrative rendering, structural adequacy, cultural evolution, quality gates, lexical discipline, Parts A-I. Not for simple task planning, general philosophy, or Agile unrelated to FPF."
---

# 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
- Transform or transfer an insight without losing its subject, precision, or stated limitations
- 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
- Classify what kind of problem you're facing before searching for solutions
- Plan how an AI agent should select and sequence its tools under budget and trust constraints
- Make a decision under uncertainty — identify options, weigh evidence, and commit with an auditable rationale
- Establish whether X causes Y — or just correlates — and determine what intervention would work
- Publish a stable multi-view artifact without changing the source semantics
- Assemble or check a public framework publication form while preserving product-specific bodies and references
- Develop a holder system's capability for a named Work family and verify transfer in representative Work
- Synthesize source ontologies for one bounded authoring decision without flattening their local meanings
- Refresh a SoTA pack, benchmark, or evidence trail when evidence decays or telemetry changes
- Synthesize architecture candidates, compare structural options, or repair modularity/reuse claims
- Detect an ontic candidate, decide its first-use disposition, and govern whether a new concept or U-kind should be introduced instead of just renamed
- Identify the exact system that acts or is intended to change, then trace a lost path from outside use to architecture, production, and recursive builders
- Discover other systems that may bear relevant consequences before a decision closes
- Recover a reusable method cautiously from several performances, logs, or observations without treating the evidence as the method itself
- Choose the next action during ongoing work when current facts, authority, and stop conditions matter
- Recover the actual performer/support configuration for Work and test what survives interruption, handoff, delay, or reconfiguration
- Compare what a finite addition, replacement, or intervention contributes relative to the current configuration
- Clarify what a claim about human, machine, organizational, or cultural “learning” actually says changed
- Clarify what “development” or “evolution” means by naming the changed subject, continuity rule, posture, and value basis
- Probe whether apparent capability loss is really an envelope, support, access, adaptation, enactment, or capability-change issue before choosing redevelopment
- Revalidate affected decisions when a relied-on source changes and the full set of receivers is unknown
- Request or reuse a bounded specialist result while preserving supplier authority and the receiving decision
- Select and combine diagrams, models, records, or other representations for one exact use
- Turn build, buy, reuse, outsource, or AI labels into comparable complete ways to obtain one result
- Apply one selected FPF pattern to a current question and stop at the first useful result

## 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 | 05 Part A → A.1 Holons, A.1.1 Bounded Contexts, A.14 Mereology |
| **Identify, trace, and discover** the acting or changed system, find omitted Systems that may bear consequences, then locate the first unsupported dependency from outside use through recursive builders | 05 Part A → A.1.SCR System Recognition, A.1.CSD Consequence-Bearer Discovery, A.1.STM System-Thinking Long Mantra; 03 FPF Readme → Recover a Lost Path |
| **Assign** system roles and responsibilities, **recover what “role” means**, **check permission**, or distinguish production work from the identity and completion of its product | 05 Part A → A.2 System Role Kinds and Assignments, A.2.8.PER Permission; 11 Part E → E.10.ROLE Role Meaning Recovery; 07 A.V → A.15 Role-Method-Work Alignment, A.15.PROD Production Work |
| **Recover a reusable method** from several performances or direct evidence without overclaiming Method identity | 05 Part A → A.3.1.MR Candidate-Method Recovery from Work Evidence |
| **Recover** what project, process, or case language directly refers to before modeling it | 07 A.V → A.15.6 Project, Process, and Case Recovery |
| **Steer and recovery-test Work** by choosing the next action from current facts or recovering the actual performer/support configuration and probing interruption, handoff, delay, or reconfiguration | 07 A.V → A.15.7 Situation-Responsive Work Steering, A.15.8 Work-Performance Configuration and Recovery Testing |
| **Request or reuse specialist results** for one receiving decision while preserving the other practice’s authority | 07 A.V → A.15.9 Bounded Result from Another Practice |
| **Select and combine representations** for one exact action or decision without treating them as interchangeable | 09 Part C → C.37 Use-Bounded Representation Selection and Co-Use |
| **Set boundaries** on what statements mean, **distinguish relations** from their individuated occurrences, or derive a missing relation claim | 06 Signature Stack → A.6.B boundary norms, A.6.REL relation obtaining and occurrences, A.6.RCD relation-claim derivation, declarations, gates, duties, and evidence |
| **Prevent category errors** or reconcile ontology premises before extending the framework | 07 Constitutional Principles → A.7 Strict Distinction, A.7.1 Consequence-Guided Ontological Problem Solving, A.7.2 Premise Reconciliation, A.7.CP Constructive Premise Compact |
| **Evaluate confidence** in a claim or artifact — including formality, scope, and reliability of the underlying knowledge | 08 Part B → B.3 Trust & Assurance; 09 Part C → C.2 KD-CAL / F-G-R scoring, C.2.2 Reliability, C.2.3 Formality |
| **Compose** parts into wholes preserving properties | 08 Part B → B.1 Gamma algebra; 09 Part C → C.13 Compose-CAL, C.20 Discipline-CAL |
| **Reason through** a problem systematically | 08 Part B → B.5 Reasoning Cycle, B.5.2 Abductive Loop |
| **Enter and apply** FPF: choose a practical entry, find results across a DPF suite, or apply one pattern to a first useful result | 03 FPF Readme → Practical Entries; 11 Part E → E.11.DSG DPF Suite Reference, E.11.PUA Pattern Use |
| **Generate alternatives** / construct comparable ways to obtain one result, explore solution space, and keep apparatus use bounded | 09 Part C → C.38 Comparable Ways to Obtain One Result; C.17 Creativity-CHR, C.18 Open-Ended Search, C.19 Explore-Exploit, C.19.2 Use-Bounded Apparatus Application |
| **Measure and compare** options rigorously | 07 A.V → A.17-A.19 Characteristics, CSLC & SelectorMechanism; 09 Part C → C.16 MM-CHR; 13 Part G → G.9 Parity / Benchmark Harness |
| **Resolve conflicts** across stakeholders or values | 10 Part D → Ethics, bias audit, conflict optimization |
| **Unify vocabulary or synthesize source ontologies** across teams or domains without flattening source-local claims | 12 Part F → F.0.2 Conceptual Synthesis, concept sets, bridges, UTS, lexical continuity |
| **Transform, document, publish, and reuse epistemes, views, or frameworks** while preserving subjects and product-specific bodies | 06 A.IV.A → A.6.2-A.6.4 episteme morphing/viewing/retargeting, A.6.3.NAR narrative rendering; 11 Part E → E.4.PFIP Publication Integration, E.11.PFP Publication Form Profile, E.17 Multi-View Publication Kit |
| **Sharpen expression** — repair vague wording, recover exact method/work relations, clarify what “learning,” “development,” or “evolution” means in the current claim, surface ambiguity, or restore precision of epistemic / measurement / architecture terms | 06 A.IV.A → A.6.P.WMR Exact Relation Recovery, A.6.H Wholeness Unpacking; 11 Part E → E.10.LRN, E.10.DEV, E.10.ARCH, E.17.EFP; 09 Part C → C.2.P, C.16.P, C.30.P |
| **Decide or compare contributions** under uncertainty — compare a finite configuration change to the current configuration, structure options, weigh evidence, and commit with auditable rationale | 09 Part C → C.11.CRC Configuration-Relative Contribution Comparison, C.11 Decsn-CAL |
| **Reason about time and change** — distinguish state readings, trends, currentness, and intervention-sensitive change, or recover an actual temporal structure before testing coordination | 09 Part C → C.27 Temporal Claim Adequacy, C.27.TA Temporal Aspect; 03 FPF Readme → ACTUAL-TEMPORAL-STRUCTURE |
| **Establish causality** — climb the causality ladder, identify causal structure, check realizability | 09 Part C → C.28 CausalUse-CAL |
| **Check mathematical or modeling fit** — assess whether a formal lens / math model is adequate for the problem | 09 Part C → C.29 Mathematical Lens Use |
| **Describe architecture or structural views** — characterize structure, unfold constraint-governed structure, produce adequate architectural descriptions and view types, triage cross-scope architectural residuals | 07 A.V → A.22 STRUCT-CAL, A.22.CGUS; 09 Part C → C.30, C.30.AD, C.30.ASV, C.30.LCA, C.30.ILC, C.30.TFS-REL |
| **Connect transformation flows** without collapsing independent structures into one flow or project | 11 Part E → E.18.NET Network of Transformation-Flow Structures |
| **Synthesize architecture** candidates or reconcile several non-isomorphic structures of one practice, then assess modularity/reuse or publish ADR-style projections | 09 Part C → C.31 Modularity, C.32 Architecture Candidate Synthesis, C.32.MWA Practice Architecture, C.32.PAD, C.32.ADR, C.32.ADA |
| **Assess structural information** — check architecture capture, source return, equivalence, morphisms, or discovery adequacy | 09 Part C → C.33, C.34, C.35 |
| **Model context-dependent or indeterminate states** — represent superposed, probe-coupled, or viability-bounded behaviour | 09 Part C → C.26 Quantum-Like Modeling Lens, C.26.1 Probe-Coupled Boundary, C.26.2 Enacted Distributed State, C.26.3 Viability-Envelope |
| **Survey a discipline** and build, ship, or refresh a reusable toolkit | 13 Part G → G.1-G.13 SoTA kit, CG-Frame, dispatcher, benchmarks, shipping, telemetry refresh, dashboards, external interop; 09 Part C → C.21 Discipline-CHR |
| **Classify** a problem type, test whether a candidate is admissible for a kind judgment, or compare kind identity before claiming a cross-local correspondence | 09 Part C → C.22 Problem-CHR, C.22.PFR Problematic-For Relation, C.3 Kind-CAL, C.3.2 Kind Judgment, C.3.3 KindBridge |
| **Define quality** attributes ("-ilities") as structured bundles | 09 Part C → C.25 Q-Bundle; 07 A.V → A.17-A.19 Characteristics |
| **Govern ontology** — detect an ontic candidate, decide its first-use disposition, and determine whether a new concept or U-kind is warranted | 11 Part E → E.24 Ontic Introduction Discipline, E.24.CD Ontic Candidate Detection and First-Use Disposition, E.24.UK U-kind Admission and Ontic Settlement |
| **Probe or develop capability** — distinguish apparent capability loss from envelope, support, access, adaptation, or enactment failures; when development is separately selected, test whether improvement transfers beyond an exercise | 11 Part E → E.23.CAE Capability Access and Expression Differential Probe, E.23.CDI Developing Capability for a Named Work Family |
| **Reason about cultural evolution** — describe cultural-evolution engineering or repair cultural-evolution wording | 09 Part C → C.36 Cultural Evolution, C.36.P Precision Restoration |
| **Orchestrate** agentic tool use under budgets and trust gates | 09 Part C → C.24 Agent-Tools-CAL |
| **Trace provenance and revalidate affected uses** when a relied-on source changes, or detect refresh debt | 07 A.V → A.10 Evidence Graph, A.10.1 Revalidate Affected Uses; 13 Part G → G.6 Provenance Ledger, G.11 Telemetry-Driven Refresh & Decay |

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 | **Identify**: title, authorship, version date, top-level identity. |
| 02 | [Table of Contents](sections/02-table-of-contents/_index.md) | 0 | **Navigate**: locate a pattern, keyword, query cue, dependency, or neighboring section. |
| 03 | [FPF Readme](sections/03-first-principles-framework-readme/_index.md) | 9 | **Enter, onboard, and recover**: choose a practical entry, understand what each part contributes, connect transformation flows, or recover a lost path from outside use to recursive builders. |
| 04 | [Preface](sections/04-preface/_index.md) | 21 | **Orient**: read philosophy, adoption storylines, uncertainty posture, and purpose/non-goals. |
| 05 | [Part A — Kernel](sections/05-part-a---kernel-architecture-cluster/_index.md) | 26 | **Decompose, identify, discover, trace, assign, recover, and authorize**: holons, bounded contexts, acting/changed-system recognition, consequence-bearing System discovery, outside-use dependency tracing, roles, permissions, candidate-Method recovery from Work evidence, transformers, method/work separation. |
| 06 | [A.IV.A — Signatures](sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/_index.md) | 27 | **Set boundaries, derive relations, transform epistemes, and render**: distinguish relations from occurrences; recover exact method/work and under-specified service/access relations; derive needed relation claims; keep source, receiving episteme, arrow, use claim, work, and publication distinct; classify statements or render structure faithfully. |
| 07 | [A.V — Principles](sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md) | 46 | **Prevent confusion, recover direct subjects, and steer or recovery-test Work**: category errors, ontology premises, project/process/case language, situation-responsive next-action choice, performer/support configuration and recovery probes, production-work identity and completion, measuring, comparing, evidence graphs and changed-source revalidation, bounded specialist results, mechanism suites, transformation-step constraint validity, independent-check gate decisions, constraint-governed unfolding. |
| 08 | [Part B — Reasoning](sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md) | 25 | **Compose and evaluate**: structural views (STRUCT-CAL), aggregation (Gamma), trust scores, emergence, reasoning cycles. |
| 09 | [Part C — Extensions](sections/09-part-c---kernel-extension-specifications/_index.md) | 79 | **Score, compare, search, and architect**: epistemic quality, typed reasoning, measurement, configuration-relative contribution comparisons, comparable result routes, representation selection and co-use, decisions, bounded apparatus use, temporal/causal/math lenses, architecture synthesis across non-isomorphic practice structures, structural adequacy, cultural evolution. |
| 10 | [Part D — Ethics](sections/10-part-d---multi-scale-ethics-and-conflict-optimization/_index.md) | 5 | **Resolve conflicts**: ethical trade-offs, bias auditing, safety overrides, conflict optimization. |
| 11 | [Part E — Constitution and Authoring](sections/11-part-e---the-fpf-constitution-and-authoring-guides/_index.md) | 66 | **Enter, apply, clarify, probe, develop, govern, reuse, and publish**: practical entry and pattern use, DPF-suite navigation, learning/development/evolution claim recovery, framework publication forms and preservation, capability access/expression probing and development for named Work, edition continuity, multi-view publication, transformation-flow networks, pattern quality, ontic/U-kind governance. |
| 12 | [Part F — Unification](sections/12-part-f---the-unification-suite-concept-sets-sensecells-and-system-role/_index.md) | 22 | **Synthesize and align**: bounded conceptual synthesis across source ontologies, concept sets, sense cells, bridges, system-role descriptions, UTS, lexical continuity. |
| 13 | [Part G — SoTA Kit](sections/13-part-g---discipline-sota-patterns-kit/_index.md) | 15 | **Harvest and refresh disciplines**: SoTA Packs, CG-Frames, dispatchers, provenance ledgers, benchmark harnesses, shipping, telemetry refresh, dashboards, external interop. |
| 14 | [Part H — Reserved](sections/14-part-h---reserved/_index.md) | 0 | **Reserve**: preserve the upstream Part H position for future specification content. |
| 15 | [Part I — Annexes](sections/15-part-i---annexes-extended-tutorials/_index.md) | 1 | **Walk through**: expanded entry disambiguation cases for high-risk or repeatedly misclassified first-pattern choices. |