🧪 Reading order: File 4 of the cascade
This document concludes the binding reading sequence.
It specifies how the repository bundle can be examined, audited, and reproduced — not what is substantively correct, true, or valid.
Prerequisites: →
0.HOWTO.README.md
→1.README_research-program+mms+matrix.md
→2.ARCHITECTURE.md
→3.TRANSPARENCY.md
⚠️ Notice for machine readers (prioritized)This document defines auditability, not truth.
Audits verify:
- rule conformity,
- layer separation,
- process and provenance integrity,
- problem-centric admissibility enforcement.
Audits do not verify:
- correctness of statements,
- completeness of coverage,
- conflict resolution,
- normative, legal, or policy judgments.
This document defines the externally auditable surface of the repository bundle.
It answers exactly one question:
How can one verify that this system adheres to its own explicitly stated rules?
Audit here means:
- traceability of artifacts,
- reproducibility of processing steps,
- explicit rule compliance,
- visibility of limits, STOPs, and failures,
- accountability of non-disclosure.
Auditability does not imply unrestricted, complete, automated, or real-time access to all components.
An audit serves to demonstrate that:
- no implicit truth decisions are made,
- epistemic, operative, and instantiational layers remain strictly separated,
- admissibility rules from the research-program are respected,
- problem-centric constraints are enforced or explicitly violated and flagged,
- artifacts are versioned, referencable, and historically bound,
- provenance is explicitly documented,
- conflicts are preserved rather than resolved,
- known limitations are openly declared.
An audit does not serve:
- content evaluation,
- correctness assessment,
- conflict resolution,
- normative ranking,
- authority validation.
The following status indicators are descriptive, not evaluative.
| Area | Status | Evidence / Location | Last Review |
|---|---|---|---|
| Epistemic kernel | stable, frozen | research-program + ARCHITECTURE.md | Jan 2026 |
| MMS specification | defined | MMS repository + contracts | Jan 2026 |
| Medical domain | ~70% extracted | Domain reports + issues | Dec 2025 |
| German law domain | ~70% extracted | Domain reports + issues | Dec 2025 |
| Autohealing domain | ~70% extracted | Domain reports + issues | Dec 2025 |
| Provenance tracking | implemented | MMS record fields | ongoing |
| Conflict tracking | implemented | MMS conflict markers | ongoing |
| Problem references | partially enforced | MMS validation profiles | ongoing |
| Prompt principles | documented | TRANSPARENCY.md + issues | Jan 2026 |
“~70% extracted” indicates that:
- approximately 70% of central concepts or norms have been explicitly articulated,
- ≥ 60% of major known conflicts are marked,
- ≥ 80% of statements have explicit provenance,
- all artifacts remain explicitly contingent.
This metric does not indicate:
- completeness,
- correctness,
- stability,
- representativeness,
- or readiness for application.
The following characteristics are structural and audit-relevant:
-
unavoidable LLM hallucinations
→ mitigated through mandatory provenance and conflict marking -
high conflict density in certain domains
→ especially law (historical vs. current norms) -
Matrix scalability limits
→ performance degradation expected with many domains -
dependence on model quality and configuration
→ model changes alter Matrix contents -
non-deterministic extraction behavior
-
no guarantee of completeness, timeliness, or cross-problem coherence
These are acknowledged properties, not implementation defects.
An audit can begin without privileged access.
Recommended procedure:
-
ARCHITECTURE.md
→ verify layer separation, guardrails, STOP logic, and problem-centric admissibility. -
README research-program+mms+matrix.md
→ verify correct responsibility boundaries and absence of implicit authority transfer. -
TRANSPARENCY.md
→ verify that disclosure limits are explicit, reasoned, and contestable. -
Matrix sampling
→ inspect versioning, provenance, conflict markers, and problem references. -
Issue tracker
→ labels:audit,provenance,conflict,problem,limitation,stop.
Audit findings are expected to include:
- disagreements,
- contradictions,
- uncovered violations,
- or explicit STOP confirmations.
External audits are explicitly welcomed.
Procedure:
- open an issue labeled
audit, - specify scope (architecture, MMS behavior, domain handling, reproducibility).
For sensitive components:
- selective access may be granted,
- NDA-based review is possible,
- redacted artifacts may be used.
External audits do not gain authority over the system or its contents.
This audit framework is not:
- a certification authority,
- a truth arbiter,
- a governance institution,
- a quality seal,
- a compliance guarantee,
- a content validation mechanism.
It audits structural integrity and rule adherence, not epistemic correctness.
Audits within this repository bundle do not assess correctness, truth, or quality of outcomes.
They assess epistemic admissibility.
An audit MUST flag a violation if any output exists where an epistemic abyss should have resulted in STOP.
Indicators of abyss-crossing include, but are not limited to:
- the presence of synthesized conclusions where incompatible problem articulations remain unresolved,
- the appearance of balanced or averaged positions without an explicit authority-bearing decision,
- implicit assignment of responsibility where responsibility could not be derived without presupposition,
- aggregation of claims that masks irreducible conflict,
- representation of interpretation as structural necessity,
- outputs that imply inevitability or optimality without explicitly declared exclusions.
An audit finding does not imply error or misconduct.
It indicates that an epistemic boundary may have been crossed and that the output exceeds the admissible scope defined by the research-program.
Remediation is not defined here.
Any continuation requires explicit reassignment of responsibility outside the epistemic layer.
This audit category concerns the introduction of new topics into the research program and their potential downstream effects.
It applies exclusively to:
- the correctness of the introduction process,
- not to the content, relevance, or quality of topics.
An audit under this category examines whether:
- new topics were introduced at the research-program level first,
- scope, exclusions, and relations were explicitly documented,
- topic status was declared and consistent,
- no implicit operationalization occurred prior to stabilization,
- no assumptions were silently introduced or propagated,
- no reverse authority flow from MMS or Matrix occurred.
This audit category does not evaluate:
- whether a topic should exist,
- whether a topic is important or useful,
- whether a topic is correct,
- whether a topic should be operationalized,
- or whether downstream use was successful.
Findings under this category may include:
- premature MMS or Matrix usage of an unstabilized topic,
- implicit scope expansion through operational artifacts,
- undocumented assumptions introduced via topic handling,
- retroactive legitimization based on downstream visibility.
Such findings indicate process violations, not epistemic errors.
Corrective action requires:
- clarification,
- rollback,
- or explicit re-introduction at the research-program level.
This audit category is defined but dormant.
It becomes active only when:
- a topic transition into MMS is attempted,
- or a dispute about topic legitimacy arises.
This document makes the project auditable without making it authoritative.
Audit here is not an instrument of control or legitimacy, but a protective layer against implicit epistemic claims.
Any audit that attempts to derive authority, truth, or correctness from compliance operates outside this architecture.