# XI. Quality System

### Part 11 — Quality System: Benchmarks, Anti-Gaming, and Longitudinal Comparability

#### 1. Status, Objective, and Design Doctrine

1.1 **Status.** This Part establishes the Guild’s quality system for methods, datasets, benchmarks, results publications, and enterprise-grade evidence outputs.

1.2 **Objective.** The objective is to ensure that Guild outputs are:\
1.2.1 **benchmarked** (comparable, repeatable, and interpretable),\
1.2.2 **tamper-resistant** (hard to game; easy to audit),\
1.2.3 **drift-aware** (explicitly monitored over time), and\
1.2.4 **correctionable** (errors are corrected by record; no silent edits).

1.3 **Design doctrine.** The quality system is built to survive:\
1.3.1 adversarial actors (gaming, poisoning, benchmarking arbitrage),\
1.3.2 vendor and sponsor influence pressure,\
1.3.3 regulatory and reputational incentives to overclaim, and\
1.3.4 natural drift in web ecosystems, tooling, and measurement methods.

1.4 **Non-equivalence.** Quality markings, benchmark rankings, and deployability levels do not constitute certification, endorsement, procurement recommendations, or compliance determinations.

***

#### 2. Quality Ladders and Minimum Disclosures

2.1 **Evidence sufficiency ladder (E0–E4).** Every claim-bearing output must declare its evidence level and the evidence it depends on.\
2.1.1 **E0** — opinion/hypothesis without formal evidence;\
2.1.2 **E1** — single-source or limited observation;\
2.1.3 **E2** — multi-source observation with basic validation;\
2.1.4 **E3** — reproducible evidence with structured tests and error bounds;\
2.1.5 **E4** — high-confidence evidence with broad coverage, bias controls, and replayable lineage.

2.2 **Reproducibility ladder (RS0–RS4).** Every benchmark, dataset, method, or scoring output must declare its reproducibility level.\
2.2.1 **RS0** — not replayable;\
2.2.2 **RS1** — partially replayable (key steps missing);\
2.2.3 **RS2** — replayable with significant effort (manual dependencies);\
2.2.4 **RS3** — replayable using published runbooks and pinned environments;\
2.2.5 **RS4** — fully replayable with automated pipelines, provenance, and deterministic outputs within stated tolerances.

2.3 **Dataset quality ladder (DQ0–DQ4).** All datasets must declare DQ level.\
2.3.1 **DQ0** — ad hoc sample; unknown coverage;\
2.3.2 **DQ1** — documented source; limited coverage; minimal cleaning;\
2.3.3 **DQ2** — documented sampling; basic bias controls; refresh posture stated;\
2.3.4 **DQ3** — robust provenance; drift monitoring; systematic refresh and deprecation;\
2.3.5 **DQ4** — benchmark-grade datasets with audit-ready lineage, bias controls, and controlled evolution.

2.4 **Minimum disclosure package (mandatory).** Any published benchmark result, dataset, or scorecard must disclose:\
2.4.1 sampling method and frame;\
2.4.2 measurement boundaries and exclusions;\
2.4.3 uncertainty and error posture;\
2.4.4 known failure modes;\
2.4.5 drift indicators and last recalibration;\
2.4.6 handling class and reliance bounds;\
2.4.7 correction path and supersession pointers.

***

#### 3. Benchmark Constitution

3.1 **Benchmark definition.** A benchmark is a defined measurement procedure producing outputs that are comparable over time and across subjects under declared assumptions.

3.2 **Benchmark components.** Every benchmark must include:\
3.2.1 a formal specification (what is measured; how);\
3.2.2 a test harness (implementation that executes the benchmark);\
3.2.3 scoring rules (how results are computed);\
3.2.4 validity conditions (when results are admissible);\
3.2.5 exclusion rules (what must not be measured or must be redacted);\
3.2.6 an anti-gaming posture (tamper indicators and defenses);\
3.2.7 drift monitoring and recalibration rules;\
3.2.8 an appeals and dispute pathway.

3.3 **Benchmark classes.** Benchmarks may be:\
3.3.1 **descriptive** (measure and describe reality),\
3.3.2 **comparative** (rank or compare), or\
3.3.3 **diagnostic** (identify likely causes or contributing factors).\
Any comparative benchmark must meet elevated anti-gaming and disclosure minima.

3.4 **Benchmark reliability statement.** Each benchmark must publish a reliability statement specifying expected false positive and false negative behavior, known blind spots, and “do not use for” scenarios.

***

#### 4. Measurement Error Budgets and Uncertainty Discipline

4.1 **Error budget requirement.** Every benchmark must define and publish an error budget:\
4.1.1 acceptable measurement error bounds;\
4.1.2 expected noise sources (network variance, caching, geo effects, CDNs, bot countermeasures, consent banners);\
4.1.3 model inference uncertainty where AI classifiers are used;\
4.1.4 tolerance bands for replayability;\
4.1.5 confidence intervals or equivalent uncertainty indicators.

4.2 **Uncertainty must travel.** Uncertainty bounds must follow results into every derivative output, including scorecards, dashboards, and enterprise evidence packs.

4.3 **No precision theater.**\
4.3.1 Results must not be presented with more precision than the method can support.\
4.3.2 Rank ordering must be avoided where confidence intervals overlap materially, unless explicitly labeled as “non-separable.”

***

#### 5. Anti-Gaming and Tamper Resistance

5.1 **Adversarial posture.** The Guild assumes that benchmarks and scorecards will be targeted for manipulation.

5.2 **Anti-gaming controls (minimum set).** For benchmark-grade releases, at least the following must be implemented and documented:\
5.2.1 **sampling hardening** (diverse vantage points; stratification; rotation);\
5.2.2 **measurement randomization** where appropriate (timing jitter; route diversity);\
5.2.3 **tamper indicators** (unexpected uniformity, sudden discontinuities, unnatural compliance spikes);\
5.2.4 **cross-source corroboration** (multiple independent signals);\
5.2.5 **drift alarms** (threshold-based and statistical);\
5.2.6 **replay verification** (periodic re-runs for comparability);\
5.2.7 **appeals channel** to detect systematic artifacts and false positives.

5.3 **Benchmark tampering register.** A controlled internal register must track:\
5.3.1 suspected manipulation events;\
5.3.2 affected benchmarks and time windows;\
5.3.3 mitigation actions;\
5.3.4 whether public correction notices were issued.

5.4 **No “security through obscurity” as a primary control.** Methods must be publishable at the level required for reproducibility, while sensitive exploit-enabling detail is constrained via handling.

***

#### 6. Drift Monitoring, Recalibration, and Version Discipline

6.1 **Drift is expected.** The web changes continuously; benchmarks must treat drift as a first-class phenomenon.

6.2 **Drift categories.**\
6.2.1 ecosystem drift (infrastructure concentration, protocol changes);\
6.2.2 measurement drift (tooling updates, vantage changes);\
6.2.3 adversarial drift (countermeasures, deception);\
6.2.4 regulatory drift (consent requirements, content rules).

6.3 **Recalibration rules.** Benchmarks must define:\
6.3.1 triggers for recalibration;\
6.3.2 how recalibration affects comparability;\
6.3.3 whether historic results are restated or merely annotated;\
6.3.4 how supersession is recorded.

6.4 **No silent edits.** Any recalibration that changes outputs or interpretations must be recorded, published at the appropriate handling level, and linked to prior versions.

***

#### 7. Appeals, Disputes, and Correctionability

7.1 **Appeals channel.** Subjects of measurement may request review when they believe a benchmark result is wrong or misleading.

7.2 **Dispute admissibility.** Disputes must include:\
7.2.1 the claimed error;\
7.2.2 evidence or reproduction attempts;\
7.2.3 relevant time windows;\
7.2.4 any changes made by the subject that could explain differences.

7.3 **Resolution outcomes.**\
7.3.1 confirm result;\
7.3.2 correct result;\
7.3.3 annotate with limitations;\
7.3.4 deprecate benchmark method;\
7.3.5 suspend publication pending investigation.

7.4 **Correction clocks.** Corrections follow published clocks, with emergency tiers for high-risk errors.

***

#### 8. Longitudinal Comparability and “No Reliance Traps”

8.1 **Longitudinal comparability objective.** Results must remain interpretable across time without creating false narratives due to unannounced method changes.

8.2 **Comparability mechanisms.**\
8.2.1 stable reference sets (anchor samples);\
8.2.2 back-testing and bridge studies when methods change;\
8.2.3 explicit regime-change flags;\
8.2.4 “apples-to-apples” disclaimers when comparability is broken.

8.3 **No reliance traps.**\
8.3.1 Historical results must remain accessible with clear supersession pointers.\
8.3.2 Deprecated methods must be labeled as such, with safe citation guidance.\
8.3.3 Users must be warned against using out-of-date outputs for consequential decisions.

***

#### 9. Quality Governance: Roles, Reviews, and Independence

9.1 **Quality authority.** The Integrity Steward (or designated Quality Steward) holds stop-the-line authority for quality failures.

9.2 **Independent review requirement.** Benchmark-grade releases require review by parties not responsible for producing the benchmark.

9.3 **Rotation and concentration controls.**\
9.3.1 rotating reviewers and maintainers for high-impact benchmarks;\
9.3.2 influence caps and COI recusal for sponsor-linked contributors;\
9.3.3 publication of governance minima at the appropriate handling level.

9.4 **Audit posture.** For D3/D4 outputs, the Guild must maintain an audit trail sufficient to:\
9.4.1 reproduce published results within stated tolerances;\
9.4.2 show who approved the release and under what gates;\
9.4.3 demonstrate that correction processes are functioning.

***

#### 10. Quality Markings and Publication Rules

10.1 **Permitted markings.** Outputs may carry markings such as:\
10.1.1 Guild-Reviewed;\
10.1.2 Lab-Validated;\
10.1.3 Benchmark-Ready;\
10.1.4 Release-Ready (bounded);\
10.1.5 Enterprise-Deployable (governed).\
Each marking must be backed by recorded criteria.

10.2 **Prohibited markings.** Outputs must not use:\
10.2.1 “certified,” “approved,” “compliant,” “safe,” “secure,” or equivalent unqualified claims;\
10.2.2 “recommended vendor,” “approved list,” or procurement-adjacent phrasing.

10.3 **Public communications integrity.** Any public summary must:\
10.3.1 carry uncertainty and limitation statements;\
10.3.2 avoid sensationalism;\
10.3.3 avoid actionable exploit enablement;\
10.3.4 avoid claims exceeding E/RS/DQ declarations.


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