Skillquality 0.48

fpf-problem-solving

First Principles Framework (FPF) — thinking amplifier. Use when user wants to think through a complex problem, architect a system, evaluate alternatives, decompose complexity, classify problems, define quality attributes, or plan rigorously. Also triggers on: FPF, bounded context

Price
free
Protocol
skill
Verified
no

What it does

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
  • 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

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 doStart here
Decompose a complex whole into bounded parts04 Kernel → A.1 Holons, A.1.1 Bounded Contexts, A.14 Mereology
Assign roles and responsibilities04 Kernel → A.2 Roles, A.15 Role-Method-Work Alignment
Set boundaries on what statements mean05 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 artifact07 Part B → B.3 Trust & Assurance; 08 Part C → C.2 F-G-R scoring
Compose parts into wholes preserving properties07 Part B → B.1 Gamma algebra; 08 Part C → C.13 Compose-CAL, C.20 Discipline-CAL
Reason through a problem systematically07 Part B → B.5 Reasoning Cycle, B.5.2 Abductive Loop
Generate alternatives / explore solution space08 Part C → C.18 NQD Open-Ended Search, C.19 Explore-Exploit
Measure and compare options rigorously06 A.V → A.17-A.19 Characteristics, CSLC & SelectorMechanism; 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 values09 Part D → Ethics & Conflict
Unify vocabulary across teams or domains13 F.I Context of Meaning → 14-15 UTS tables → 20 Lexical Debt
Document for multiple audiences11 E-I Constitution → E.17 Multi-View Publication Kit
Sharpen expression — repair vague wording, surface ambiguity11 E-I → E.17.SD.SPR Surface Precision Restoration, E.17.SD.OOTD Object-of-Talk Discipline, E.17.EFP Explanation Faithfulness; 05 A.IV.A → A.6.H Wholeness Unpacking
Survey a discipline and build a reusable toolkit16 Part G → SoTA Packs, TraditionCards, OperatorCards; 08 Part C → C.21 Discipline-CHR (field health & maturity)
Classify a problem type before solving08 Part C → C.22 Problem-CHR, C.3 Kind-CAL (typed reasoning)
Define quality attributes ("-ilities") as structured bundles08 Part C → C.25 Q-Bundle; 06 A.V → A.17-A.19 Characteristics
Orchestrate agentic tool use under budgets and trust gates08 Part C → C.24 Agent-Tools-CAL
Trace provenance of a claim06 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.

#SectionSubWhen to use
01Title page0Authorship, version date, top-level identity.
02Table of Content0Navigate the spec, locate a pattern, trace inter-section dependencies.
03Preface17Onboard: reading paths by role, FPF philosophy, purpose and non-goals.
04Part A — Kernel19Decompose and assign: holons, bounded contexts, roles, transformers, method/work separation.
05A.IV.A — Signatures20Set boundaries: classify statements as definitions, gates, duties, or evidence.
06A.V — Principles29Prevent confusion: category errors, measuring, comparing, evidence graphs, mechanism suite, flow constraints, gate profiles.
07Part B — Reasoning24Compose and evaluate: aggregation (Gamma), trust scores, emergence, reasoning cycles.
08Part C — Extensions30Score and search: epistemic quality (F-G-R), kinds, measurement, open-ended search, problem typing, discipline composition, agentic tool-use, quality bundles.
09Part D — Ethics1Resolve conflicts: ethical trade-offs, bias auditing, safety overrides.
10Part E — Constitution0Entry point for Part E subsections.
11E-I — Constitution33Govern and publish: 11 Pillars, guard-rails, multi-view publication (MVPK), surface discipline, comparative reading, transduction graph, pattern quality gates.
12Part F — Unification0Entry point for Part F subsections.
13F.I — Meaning19Align vocabulary: semantic drift, homonym collisions, Alignment Bridges.
14UTS Layout A0Map concepts across standards (BPMN, PROV-O, ITIL).
15UTS Layout B1Map concepts across disciplines (operations, physics, math).
16Part G — SoTA Kit15Harvest disciplines: SoTA Packs, TraditionCards, OperatorCards, benchmarks.
17Part H — Glossary0Look up terms: canonical definitions, four-register naming, cross-references.
18Part I — Annexes0Walkthroughs, change log, external standards mappings.
19Part J — Indexes0Concept-to-pattern, pattern-to-example, principle-trace indexes.
20Part K — Lexical Debt2Fix terminology: mandatory replacements and migration debt.

Capabilities

skillsource-codealive-aiskill-fpf-problem-solvingtopic-agent-safetytopic-agent-skillstopic-ai-codingtopic-ai-driven-developmenttopic-ai-safetytopic-antigravitytopic-bashtopic-claude-codetopic-codex-clitopic-cursortopic-developer-toolstopic-gemini-cli

Install

Quality

0.48/ 1.00

deterministic score 0.48 from registry signals: · indexed on github topic:agent-skills · 67 github stars · SKILL.md body (9,422 chars)

Provenance

Indexed fromgithub
Enriched2026-05-18 18:57:06Z · deterministic:skill-github:v1 · v1
First seen2026-05-04
Last seen2026-05-18

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