FF fpf-problem-solving

Use First Principles Framework (FPF) to decompose problems, architect systems, evaluate alternatives, define quality, recover and replace methods, disambiguate agent-relative instructions, steer or resume work, surface applicable methods, coordinate development states, bridge domain terms, screen mandatory steps, compare configurations, probe capability, decide under uncertainty, establish causality, reason about time, synthesize ontologies, govern ontic admission, publish views, revalidate sources, select representations, and appraise advice. Triggers: FPF, bounded contexts, SoTA packs, assurance calculus, decision theory, operational parsimony, causal/temporal reasoning, architecture, modularity, transformation flows, structural adequacy, cultural evolution, lexical discipline, Parts A-I. Not for simple task planning, general philosophy, or Agile unrelated to FPF.

Not recommendedcritical or high security findings · low grade F

CodeAlive-AI/ai-driven-development Agent Skills author: CodeAlive-AI MIT 80 files · 1 script body ≈ 6 276 tokens Open the sourcegithub.com↗ analyzed 18 h ago

Use First Principles Framework (FPF) to decompose problems, architect systems, evaluate alternatives, define quality, recover and replace methods…

As a process F 43/100 · Will not run — References files that are not bundled: sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md, sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md, sections/09-part-c---kernel-extension-specifications/_index.md

Analyzer AI and agentstype and topics are labelled automatically from the skill text

Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode

JSON

Technical rating

34/100

safety, quality, tests

Safety 60%: 19
Quality 40%: 56
Run on models: none yet

Process rating

43/100

Will not run

References files that are not bundled: sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md, sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md, sections/09-part-c---kernel-extension-specifications/_index.md

Tools and files w 18: 0
Result and completion w 14: 0
Inputs and preconditions w 11: 0

the three weakest of ten parameters · all ten

What is at stake

The skill contains fragments that, in the wrong hands, cost money or data. Below: what the installer risks and what the author should do.

Exfiltration

If you install

The instructions or scripts send data out: environment variables, keys, file contents, chat history. You may never notice, because the agent performs the upload as "part of the task".

For the author

If the upload is not needed for the task, remove it: catalogs flag such skills and delist them. If it is needed, name the destination explicitly, say what leaves the machine, and give the user a switch.

How to improve

Address the high-severity findings: each costs 18 safety points. If one is a false positive, add the rule id to guard.allow in spec.yaml.
The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
The text references files that are not there: add them or drop the references.

For the model run — optional

Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 64

high Exfiltration intent-browser-credential-store sections/03-first-principles-framework-readme/03-when-several-transformation-flows-form-one-network.md:5

Accesses a browser credential / cookie store

- **Build the builder.** A compiler-source-change flow, a bootstrap-compiler build flow, an application build flow, and a deployment-and-operation flow keep their own changes, work, positions, and loc

Medium and low: 63

low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md:241

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition; documentation table row)
```
| Local rule and inference | A C.2.1 claim episteme states the surgeon and auditor incompatibility rule within the exact surgical-case claim scope. A.2.1 supplies the actual `Surg…-12` and
```
detectortable
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md:305

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- **Work:** `Engineer-4 : U.System` performs `Cont…-22 : U.Work` under `Cont…t-7`. First recover Engineer-4's A.13 core for this action, including the same obta
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md:306

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- **Transformation and later episteme:** A.3.4 independently identifies `Pres…-24 : U.Transformation` as the bounded change of continuing `Pres…r-6 : U.P
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md:307

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- **Stop:** No current FPF relation says that `Cont…-22` caused or realized `Pres…-24`, so return `missing work-to-change governor`; temporal overlap and a
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md:309

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- **Evaluation Work:** `Evaluator-2 : U.System` performs `Cohe…-23 : U.Work` under `Cohe…t-5`. First recover Evaluator-2's A.13 core for this action, including 
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md:29

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Familiar nouns can pull attention toward the wrong system or erase a supported proposed-system reading. *Mastery* may name a capability or the exact physical/operational whole `Sutu…M17`. *Se
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md:158

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition; documentation table row)
```
| “We sell internet access.” | Start in A.6.P with promise, permission, state, bearer, commercial relation, or other subject-pattern readings. If the phrase instead proposes `InternetAccessArrangement
```
detectortable
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md:177

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition; documentation table row)
```
| `Brid…026`; near miss: roster episteme `Brid…026` | `true` for the coordinated organization: named inspectors, equipment, and coordinating artifacts stand in obta
```
detectortable
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md:180

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition; documentation table row)
```
| `Game…204`, beside Work, interval, and record readings | `true`: `Play…204`, `Play…204`, `Clie…204`, `Clie…204`, `Serv…204`, `Authorita
```
detectortable
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md:181

High-entropy token-like string (may be an id, hash or a credential) (documentation table row)
```
| `Inte…A17`, beside promise, permission, state, bearer, Work, and evidence readings | `true`: `Cust…A17`, `Gateway-7`, `Prov…A17`, `Link…A17`, and 
```
table
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/06-a-1-csd---discovering-systems-that-may-bear-consequences.md:154

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
In this constructed case, `Feed…FP4` proposes a larger nutrient pulse for `Bior…BR7`. The receiving investigation is `Prob…PD4`: decide whether and which further
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/06-a-1-csd---discovering-systems-that-may-bear-consequences.md:164

High-entropy token-like string (may be an id, hash or a credential) (documentation table row)
```
| `Bior…BR7` | Changed patch coverage and local transfer -> changed transfer efficiency and pressure drop. | Baseline pressure and transfer measurements obtain; the coupling under
```
table
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/08-a-2---system-role-kinds-and-assignments.md:281

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
The interval is assertion content about the known extent; the occurrence continues only while the species predicate obtains without interruption for the same participants. `PlantOperationsSystemRoleVo
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/09-a-2-1---u-systemroleassignment---contextual-system-role-assi.md:226

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
The two fields designate the species participants. The interval is assertion content about the occurrence extent. `Main…026`, its effective scheme, and the relevant `KindSi
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/10-a-2-2---u-capability---system-ability-envelope-and-measures.md:214

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`Robo…026` is the separate holder-dependent capability instance for turbine-inspection Work within its declared sensor, calibration, input, measure, and qualification bo
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/10-a-2-2---u-capability---system-ability-envelope-and-measures.md:216

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Dispatch the phrase by claim: use A.2.2 only for the bounded ability; A.3.1 for the Method; a deployed-software or possession relation when that is the claim; and A.3.2 for candidate episteme `Turbine
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/11-a-2-3---u-promisecontent.md:280

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Locality replay.** In the cloud-storage row, identify `Clou…-v3`, `Clou…026`, and `Elig…6Q3` as the exact promise-content edition, i
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/13-a-2-5---systemroleassignmentstaterelation---assignment-state.md:57

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`Robot-7` can remain under `Insp…-17` throughout an eight-hour shift while calibration expires at noon. The assignment continues. The `InspectionReady` state occurrence ends when i
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/13-a-2-5---systemroleassignmentstaterelation---assignment-state.md:200

High-entropy token-like string (may be an id, hash or a credential)
```
Robo…-17 : InspectionShiftAssignment
```
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/13-a-2-5---systemroleassignmentstaterelation---assignment-state.md:212

High-entropy token-like string (may be an id, hash or a credential)
```
SystemRoleAssignmentSlot: U.RelationRef(Robo…-17)
```
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/14-a-2-6---unified-scope-mechanism-context-slices-scopes.md:704

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- An engineering team defines `Ops-Lab-v3` as a profile pinning standard editions and environment selectors. It leaves `LabE…65d` to the receiving A.10/R guard and contains no `g
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/15-a-2-7---systemrolekindrelationstructure---relations-among-sy.md:307

High-entropy token-like string (may be an id, hash or a credential)
```
entityOfConcernRef: Plan…6H2
```
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/15-a-2-7---systemrolekindrelationstructure---relations-among-sy.md:345

High-entropy token-like string (may be an id, hash or a credential)
```
Haza…026
```
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/15-a-2-7---systemrolekindrelationstructure---relations-among-sy.md:380

High-entropy token-like string (may be an id, hash or a credential)
```
entityOfConcernRef: Oper…026
```
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/16-a-2-8---u-commitment.md:200

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`OpsT…026` is an assignment occurrence with admitted System `OpsTeam` as holder; its species is declared under `U.SystemRoleAssignment`. If the policy contains the holder-applica
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/16-a-2-8---u-commitment.md:204

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
If `OpsT…026` ends and `Reco…026` begins, apply the constitutive rule's continuity conditions. When the rule ties duty continuity to the assignment, th
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/16-a-2-8---u-commitment.md:208

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`Inci…026` can obtain while no incident-ownership responsibility relation exists. Conversely, an admitted `MaintenanceActionResponsibilityRelation@Plant` can obtain while no `U.
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/16-a-2-8---u-commitment.md:210

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
If the corpus lacks the constitutive rule or the required instituting-relation predicate, return `missing-governor[individual commitment institution]`. If the available facts establish that the rule's
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md:239

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Strong grant and exercise.** `PlantPermissionGrantorAssignment` is a declared `U.SystemRoleAssignment` species. Occurrence `MaintenanceCoordinator-A@DayShift` has admitted System `MaintenanceCoordin
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md:243

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`Cali…17B : PermissionExerciseRelation@Context` therefore connects `Cali…17B` to `Main…-19`, cites `beneficiarySystemRoleAssignmentRef=Tech-17@S
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md:247

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Actual-Work non-violation.** After `Cali…17B` is performed, `Cali…17B : U.Work` checks that Work against `Plan…-e3`, whose c
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md:249

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Conflict and non-use.** The system-role-kind-level calibration grant still obtains under §4.4 while `Cont…n-7` forbids the same beneficiary and calibration action in Zone 7
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md:251

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
In a discretionary Zone 8 case, `PlantSafetyDecisionAssignment` is a declared `U.SystemRoleAssignment` species. Occurrence `Safe…r-3@EmergencyShift` has admitted System `Safe…r-3` as h
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md:239

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Persistent observation-only record slice.** After A.13 supplies the performer basis and A.15.1 independently admits `SA-T…-17 : U.SpeechAct`, a later review needs a durable observation
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md:252

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
* Performer and assignment: `ApproverSystemRole` is an exact local agential system-role kind whose criterion for this use is the capacity to issue the policy-recognized approval act under the board pr
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md:253

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* Actual Method and containing-system relations: `enactsMethod(SA-A…711, Chan…_v3)` independently obtains, with `Chan…_v3 : U.Method`. `ChangeControlWorkBoundaryRe
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md:257

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* `performedUnderAssignmentRef = U.RelationRef(Perf…711)`, resolving to the F.6 relation between `SA-A…711` and `CAB_…026`;
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md:260

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* `recognitionTaxonomyRef = EpistemeRef(Chan…_v3)`;
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/20-a-3-1---u-method-reusable-way-of-doing-with-explicit-applica.md:277

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* **Independently identified constituents.** `InspectPumpSeal@Pump…026` and `ClassifyPumpSealCondition@Pump…026` are two `U.Method` values. `Pump…-25
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/20-a-3-1---u-method-reusable-way-of-doing-with-explicit-applica.md:279

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`PumpDiagnosticAssignment` is a declared `U.SystemRoleAssignment` species. Under A.2.1 it defines the holder and assigned-kind participant meanings and uses `PumpDiagnosticSystemRoleKindDomain` as the
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/20-a-3-1---u-method-reusable-way-of-doing-with-explicit-applica.md:282

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* **Selected obtaining relations.** `enactsMethod(Pump…908, InspectPumpSeal@Pump…026)` and `enactsMethod(Pump…0-0
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/22-a-3-2---u-methoddescription-description-episteme-for-a-way-o.md:199

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
**Named-use replay — preparing `WP-E…-47`.** The maintenance planner needs four claims before drafting this A.15.2 `U.WorkPlan`: the chamber is empty, inert, and leak-check complete before gas fe
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/22-a-3-2---u-methoddescription-description-episteme-for-a-way-o.md:201

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
`Etch…-e7` still passes membership because it concerns the same Method and states the gas-feed and temperature procedure. It omits the 24-hour calibration condition and pressure 
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/27-a-3-4---u-transformation-bounded-change-under-conditions.md:110

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
- **Safety evaluation.** Use case-local `evaluatesTransformation@Plan…-v4(Safe…n-7, Cool…n-7, Cool…-v4)` only when all three participants are id
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/27-a-3-4---u-transformation-bounded-change-under-conditions.md:149

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Filled positive branch — result:** C.2.1 assertion `Buil…-12` states the local connection between `Rele…912 : U.Work` and `ArtifactStorePopula
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/27-a-3-4---u-transformation-bounded-change-under-conditions.md:248

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
**Spontaneous non-agentive case — result:** `Seed…B17 : U.Transformation` is an actual first-leaf unfolding without an actor, method, or work claim. The continuing subject is the
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/27-a-3-4---u-transformation-bounded-change-under-conditions.md:256

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
A.3.4 may instead identify a change of `Emer…-17 : U.PresentationCarrier` if `E.24.PUB` identifies the same carrier across the editing interval and the before/during/after borne-ex
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/28-a-3-4-p---transformation-ontic-precision-restoration.md:175

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
RecoveredEntityOfConcern: `Refr…e-1`, the exact selected `TransformationFlowStructure` over the compressor, condenser, expansion, and evaporator transformation loci.
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/28-a-3-4-p---transformation-ontic-precision-restoration.md:176

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
ActualTransformationDisposition: no actual bounded transformation is recovered; the current object is the selected `Refr…e-1`.
```
quoted
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/28-a-3-4-p---transformation-ontic-precision-restoration.md:180

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
NeighboringClaimAndExactRelation: the four named loci are positions in `Refr…e-1`; their bindings to actual transformation occurrences remain unresolved under `E.18` and
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/28-a-3-4-p---transformation-ontic-precision-restoration.md:181

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
GoverningPattern: `E.18` governs `Refr…e-1`; `A.3.4` governs each component transformation only after its occurrence basis is recovered; mechanism, architecture-view, an
```
detector
low Secrets in code secret-high-entropy-token sections/05-part-a---kernel-architecture-cluster/28-a-3-4-p---transformation-ontic-precision-restoration.md:182

High-entropy token-like string (may be an id, hash or a credential) (detector / deny-list definition)
```
RetainedUse: "circuit" may remain ordinary domain wording for `Refr…e-1` after that exact selected structure is named.
```
detector
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/03-a-6-b-boundary-norm-square.md:500

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Admitted operations system `SRE-A` is the actual duty bearer of separately obtaining `Inci…-02 : U.Commitment`; it SHALL publish incident notes when `Late…-01` is 
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/03-a-6-b-boundary-norm-square.md:508

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Admitted telemetry-maintaining system `TelemetryOperations-A` is the actual duty bearer of separately obtaining `Tele…-03 : U.Commitment`; it SHALL retain or expose the actu
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/03-a-6-b-boundary-norm-square.md:558

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Admitted production-engineering system `ProcessEngineer-A` is the actual duty bearer of separately obtaining `Proc…-01 : U.Commitment`; it SHALL ensure `A-FIT-01` holds for the
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/03-a-6-b-boundary-norm-square.md:566

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Admitted quality-engineering system `QualityEngineer-A` is the actual duty bearer of separately obtaining `FitE…-02 : U.Commitment`; it SHALL retain or expose the carriers ref
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/03-a-6-b-boundary-norm-square.md:603

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
Admitted project-coordination system `ProjectCoordinator-A` is the actual duty bearer of separately obtaining `Proj…-01 : U.Commitment`; it SHALL not initiate execution unless `A-
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/04-a-6-c-contract-unpacking-for-boundaries.md:203

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* **E — additional hypothetical evaluation:** suppose admitted system `PaymentsAvailabilityEvaluator-A` performed `Avai…-T1 : U.Work` over the exact Payments API request popu
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/04-a-6-c-contract-unpacking-for-boundaries.md:218

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* **E — additional hypothetical test:** suppose admitted system `HardwareTestSystem-A` performed `Conn…-T1 : U.Work` over `Conn…-C1` under the declared method, load, and temper
```
quoted
low Secrets in code secret-high-entropy-token sections/06-cluster-a-iv-a---signature-stack-boundary-discipline/04-a-6-c-contract-unpacking-for-boundaries.md:250

High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
```
* **E — additional hypothetical trace evaluation, not inferred from the progress guarantee:** suppose admitted system `ProtocolConformanceEvaluator-A` performed `Prot…-T1 : U.Work` ov
```
quoted

…and 3 more

Files scanned: 80. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

warning body-long SKILL.md body ≈ 6276 tokens (recommended < 5000); move details to references/
warning missing-ref reference to a missing file: sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md
warning missing-ref reference to a missing file: sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md
warning missing-ref reference to a missing file: sections/09-part-c---kernel-extension-specifications/_index.md
warning missing-ref reference to a missing file: sections/10-part-d---multi-scale-ethics-and-conflict-optimization/_index.md
warning missing-ref reference to a missing file: sections/11-part-e---the-fpf-constitution-and-authoring-guides/_index.md
warning missing-ref reference to a missing file: sections/12-part-f---the-unification-suite-concept-sets-sensecells-and-system-role/_index.md
warning missing-ref reference to a missing file: sections/13-part-g---discipline-sota-patterns-kit/_index.md
warning missing-ref reference to a missing file: sections/14-part-h---reserved/_index.md
warning missing-ref reference to a missing file: sections/15-part-i---annexes-extended-tutorials/_index.md

Process rating: all ten parameters 43/100

Will not run. References files that are not bundled: sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md, sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md, sections/09-part-c---kernel-extension-specifications/_index.md

0Tools and files. 9 referenced file(s) missing: sections/07-cluster-a-v---constitutional-principles-of-the-kernel/_index.md, sections/08-part-b---trans-disciplinary-reasoning-cluster/_index.md, sections/09-part-c---kernel-extension-specifications/_index.md
0Result and completion. Does not say what the result is
0Inputs and preconditions. Does not say what the process needs to start
0Failures and branches. Linear process with no failure handling
0Progress reporting. Says nothing while it works
70Execution cost. Instruction body is 6276 tokens
100Steps. 52 steps
100When it triggers. States when to use and when not to
100Consistency. Name and required fields are in place
100Running it twice. Mutating operations check current state

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

+5Description has no quoted example phrases that should trigger the skill
+3Description length 878: 120–800 characters recommended
+3Output format is not stated: the model decides each time
+4No input/output examples
-31 of 1 scripts are never mentioned in SKILL.md
+1No license
+2Single-language instructions
+4Description says when NOT to use the skill
+4Structure: 10 headings
+3Step-by-step instructions: 52 items

Quality base 70; lint remarks subtract, signals add up to 100. Result: 56.

Tests

— no evals.json

— no spec.yaml

— not run on models

Files · 80

FPF-SKILL-UPDATE-GUIDE.md 7K
README-RU.md 10K
README.md 7K
SKILL.md 26K
scripts/split_spec.py 7K
sections/01-first-principles-framework---core-conceptual-specification/_index.md 2K
sections/02-table-of-contents/_index.md 234K
sections/03-first-principles-framework-readme/01-practical-entries.md 32K
sections/03-first-principles-framework-readme/02-decide-whether-fpf-fits.md 6K
sections/03-first-principles-framework-readme/03-when-several-transformation-flows-form-one-network.md 4K
sections/03-first-principles-framework-readme/04-perform-several-levels-of-work-through-one-action.md 1K
sections/03-first-principles-framework-readme/05-recover-a-lost-path-from-outside-use-to-recursive-builders.md 1K
sections/03-first-principles-framework-readme/06-one-minute-example.md 2K
sections/03-first-principles-framework-readme/07-what-fpf-is.md 1K
sections/03-first-principles-framework-readme/08-what-fpf-is-not.md 0K
sections/03-first-principles-framework-readme/09-how-to-use-this-repository.md 2K
sections/03-first-principles-framework-readme/10-license-and-reuse.md 1K
sections/03-first-principles-framework-readme/11-citation.md 0K
sections/03-first-principles-framework-readme/_index.md 5K
sections/04-preface/01-fpf-preface-1---what-this-specification-is-and-how-to-use-it.md 21K
sections/04-preface/02-fpf-preface-2---fpf-as-a-project-not-only-a-pattern-list.md 3K
sections/04-preface/03-fpf-preface-3---why-fpf-exists.md 2K
sections/04-preface/04-fpf-preface-4---creativity-and-assurance-mature-together.md 3K
sections/04-preface/05-fpf-preface-5---local-closure-inside-an-open-world.md 3K
sections/04-preface/06-fpf-preface-6---fpf-as-an-evolutionary-architecture-for-thou.md 2K
sections/04-preface/07-fpf-preface-7---architectural-characteristics-of-thought.md 5K
sections/04-preface/08-fpf-preface-8---beyond-bias-hunting.md 2K
sections/04-preface/09-fpf-preface-9---thinking-through-writing.md 2K
sections/04-preface/10-fpf-preface-10---thinking-oriented-architecture-not-a-descri.md 2K
sections/04-preface/11-fpf-preface-11---the-bitter-lesson-stance.md 2K
sections/04-preface/12-fpf-preface-12---from-flat-documents-to-multi-view-truth.md 3K
sections/04-preface/13-fpf-preface-13---architecture-as-structure-of-holons.md 4K
sections/04-preface/14-fpf-preface-14---boundary-statements.md 2K
sections/04-preface/15-fpf-preface-15---raising-semantic-precision.md 2K
sections/04-preface/16-fpf-preface-16---big-fpf-storylines.md 12K
sections/04-preface/17-fpf-preface-17---transdisciplinarity-as-a-meta-theory-of-thi.md 1K
sections/04-preface/18-fpf-preface-18---the-culinary-architecture-of-collective-tho.md 2K
sections/04-preface/19-fpf-preface-19---the-intellect-stack-as-a-pedagogical-map.md 2K
sections/04-preface/20-fpf-preface-20---purpose-scope-and-non-goals.md 1K
sections/04-preface/21-fpf-preface-21---how-to-continue-after-the-readme.md 1K
sections/04-preface/22-fpf-preface-end.md 0K
sections/04-preface/_index.md 7K
sections/05-part-a---kernel-architecture-cluster/01-a-0---onboarding-glossary.md 33K
sections/05-part-a---kernel-architecture-cluster/02-a-1---holon-ontic-foundation.md 54K
sections/05-part-a---kernel-architecture-cluster/03-a-1-ri---reidentifying-an-object-across-observations.md 21K
sections/05-part-a---kernel-architecture-cluster/04-a-1-1---bounded-model-use-structure-and-ddd-bounded-context.md 89K
sections/05-part-a---kernel-architecture-cluster/05-a-1-scr---finding-the-acting-or-changed-system.md 38K
sections/05-part-a---kernel-architecture-cluster/06-a-1-csd---discovering-systems-that-may-bear-consequences.md 39K
sections/05-part-a---kernel-architecture-cluster/07-a-1-stm---using-the-system-thinking-long-mantra.md 24K
sections/05-part-a---kernel-architecture-cluster/08-a-2---system-role-kinds-and-assignments.md 45K
sections/05-part-a---kernel-architecture-cluster/09-a-2-1---u-systemroleassignment---contextual-system-role-assi.md 33K
sections/05-part-a---kernel-architecture-cluster/10-a-2-2---u-capability---system-ability-envelope-and-measures.md 37K
sections/05-part-a---kernel-architecture-cluster/11-a-2-3---u-promisecontent.md 75K
sections/05-part-a---kernel-architecture-cluster/12-a-2-4---episteme-evidence-use-and-status-use-relations.md 32K
sections/05-part-a---kernel-architecture-cluster/13-a-2-5---systemroleassignmentstaterelation---assignment-state.md 36K
sections/05-part-a---kernel-architecture-cluster/14-a-2-6---unified-scope-mechanism-context-slices-scopes.md 107K
sections/05-part-a---kernel-architecture-cluster/15-a-2-7---systemrolekindrelationstructure---relations-among-sy.md 45K
sections/05-part-a---kernel-architecture-cluster/16-a-2-8---u-commitment.md 29K
sections/05-part-a---kernel-architecture-cluster/17-a-2-8-per---granted-permission-exercise-and-non-prohibition.md 31K
sections/05-part-a---kernel-architecture-cluster/18-a-2-9-u-speechact.md 60K

Dates

In catalog since —

Updated in catalog 23 Sept 2026

First seen here 23 Sept 2026

Last analysis 23 Sept 2026, 22:00 UTC

Last seen in crawl 18 h ago

Score history

Date		Score	Safety	Qual.
23 Sept 2026	F	34	19	56

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