Consistency Audit Report: EMEP Documentation

Comprehensive audit template for verifying terminology, architecture, API, database, task alignment, dependencies, research claims, math, benchmarks, security, and versioning across EMEP documentation.

The EMEP consistency audit verifies that every piece of documentation aligns with canonical terminology, system architecture, implementation tasks, and research claims. This page provides the audit template and initial findings so teams can track verification status and schedule corrective actions.

Audit workflow

The audit follows a repeatable workflow from document scanning through to re-audit. Each pass extracts claims, cross-checks them against canonical sources, and records findings with assigned owners and due dates.

Terminology

Canonical component names and glossary terms are locked. All pages must use the same spelling and capitalization.

Item	Status	Notes
ModelRegistry	PASS	Locked in all docs
ModelLoader	PASS	Locked in all docs
ModelCompatibilityAnalyzer	PASS	Locked in all docs
TensorEngine	PASS	Locked in all docs
MergeEngine	PASS	Locked in all docs
MergeStrategy	PASS	Locked in all docs
CandidateGenerator	PASS	Locked in all docs
EvolutionEngine	PASS	Locked in all docs
EvaluationEngine	PASS	Locked in all docs
BenchmarkEngine	PASS	Locked in all docs
FitnessEngine	PASS	Locked in all docs
ExperimentTracker	PASS	Locked in all docs
ArtifactStore	PASS	Locked in all docs
DatasetRegistry	PASS	Locked in all docs
QuantizationEngine	PASS	Locked in all docs
InferenceBackend	PASS	Locked in all docs
DeploymentManager	PASS	Locked in all docs

Action	Owner	Due
No corrective actions required	—	—

Architecture

Verify that every component description matches the approved architecture diagrams and component pages.

Item	Status	Notes
ModelRegistry connects to ArtifactStore	PENDING VERIFICATION	Check Architecture
MergeEngine delegates to MergeStrategy	PENDING VERIFICATION	Check Merge Engine
EvolutionEngine uses CandidateGenerator	PENDING VERIFICATION	Check Evolution Engine
EvaluationEngine calls BenchmarkEngine	PENDING VERIFICATION	Check Evaluation
TensorEngine provides tensor ops to MergeEngine	PENDING VERIFICATION	Check Tensor Engine
QuantizationEngine feeds InferenceBackend	PENDING VERIFICATION	Check Quantization
DeploymentManager manages offline artifacts	PENDING VERIFICATION	Check Deployment
DatasetRegistry links to ExperimentTracker	PENDING VERIFICATION	Check Tracking
ModelLoader loads from ModelRegistry	PENDING VERIFICATION	Check Model Loader
ModelCompatibilityAnalyzer reports to MergeEngine	PENDING VERIFICATION	Check Compatibility

Action	Owner	Due
Cross-check each component against architecture page	Architecture Lead	T+7
Update any mismatched descriptions	Docs Lead	T+14

API

Verify that API signatures, request/response schemas, and endpoint paths documented in interface pages match the actual implementation.

Item	Status	Notes
ModelRegistry REST endpoints	PENDING VERIFICATION	Check Interfaces
MergeEngine merge request schema	PENDING VERIFICATION	Check Merge API
EvaluationEngine submit benchmark schema	PENDING VERIFICATION	Check Evaluation API
EvolutionEngine evolve request schema	PENDING VERIFICATION	Check Evolution API
Authentication headers documented	PENDING VERIFICATION	Check Security
Error response codes consistent	PENDING VERIFICATION	Check Interfaces
Webhook payload schema for ExperimentTracker	PENDING VERIFICATION	Check Tracking
QuantizationEngine job submission schema	PENDING VERIFICATION	Check Quantization
DeploymentManager deploy request schema	PENDING VERIFICATION	Check Deployment
DatasetRegistry ingestion endpoint	PENDING VERIFICATION	Check Dataset Registry

Action	Owner	Due
Compare API docs against OpenAPI spec	API Lead	T+7
Update mismatched request/response examples	Docs Lead	T+14

Database

Verify that schema references, table names, and field descriptions in docs match the actual database design.

Item	Status	Notes
Model metadata table schema	PENDING VERIFICATION	Check Architecture
Experiment run table schema	PENDING VERIFICATION	Check Tracking
Artifact storage metadata table	PENDING VERIFICATION	Check Artifact Store
Compatibility result table schema	PENDING VERIFICATION	Check Compatibility
Merge history table schema	PENDING VERIFICATION	Check Merge Engine
Fitness score table schema	PENDING VERIFICATION	Check Evolution
Benchmark result table schema	PENDING VERIFICATION	Check Evaluation
Dataset version table schema	PENDING VERIFICATION	Check Dataset Registry
User/role table schema	PENDING VERIFICATION	Check Security
Audit log table schema	PENDING VERIFICATION	Check Security

Action	Owner	Due
Compare schema docs against migration files	DB Lead	T+7
Update any mismatched field descriptions	Docs Lead	T+14

Task and document alignment

Verify that every task in the project management pages has a corresponding documentation page, and vice versa.

Item	Status	Notes
Phase 0 tasks link to Research docs	PENDING VERIFICATION	Check Project Tasks
Phase 1 tasks link to Registry docs	PENDING VERIFICATION	Check Project Tasks
Phase 2 tasks link to Merge docs	PENDING VERIFICATION	Check Project Tasks
Phase 3 tasks link to Advanced Merge docs	PENDING VERIFICATION	Check Project Tasks
Phase 4 tasks link to Evaluation docs	PENDING VERIFICATION	Check Project Tasks
Phase 5 tasks link to Evolution docs	PENDING VERIFICATION	Check Project Tasks
Phase 6 tasks link to Quantization docs	PENDING VERIFICATION	Check Project Tasks
Phase 7 tasks link to Deployment docs	PENDING VERIFICATION	Check Project Tasks
Phase 8 tasks link to Enterprise docs	PENDING VERIFICATION	Check Project Tasks
Phase 9 tasks link to RAG docs	PENDING VERIFICATION	Check Project Tasks

Action	Owner	Due
Map every task to a docs page	PM Lead	T+7
Create missing docs pages where needed	Docs Lead	T+14

Phase and task alignment

Verify that tasks are assigned to the correct phase and that phase descriptions match the roadmap.

Item	Status	Notes
Phase 0: Research + Architecture + Documentation	PENDING VERIFICATION	Check Roadmap
Phase 1: Model Registry + Compatibility	PENDING VERIFICATION	Check Roadmap
Phase 2: Basic Merge Engine	PENDING VERIFICATION	Check Roadmap
Phase 3: Advanced Merge Strategies	PENDING VERIFICATION	Check Roadmap
Phase 4: Evaluation + Benchmarking	PENDING VERIFICATION	Check Roadmap
Phase 5: Evolution Engine	PENDING VERIFICATION	Check Roadmap
Phase 6: Quantization + Inference Optimization	PENDING VERIFICATION	Check Roadmap
Phase 7: Offline Deployment	PENDING VERIFICATION	Check Roadmap
Phase 8: Enterprise Pilot	PENDING VERIFICATION	Check Roadmap
Phase 9: Optional RAG	PENDING VERIFICATION	Check Roadmap

Action	Owner	Due
Verify task-to-phase mapping in project tracker	PM Lead	T+7
Update roadmap if phases have shifted	PM Lead	T+14

Dependency correctness

Verify that documented dependencies between components, tasks, and phases are accurate and acyclic.

Item	Status	Notes
ModelRegistry must exist before MergeEngine	PENDING VERIFICATION	Check Architecture
Compatibility check before merge execution	PENDING VERIFICATION	Check Compatibility
MergeEngine before EvolutionEngine	PENDING VERIFICATION	Check Evolution
EvaluationEngine before BenchmarkEngine	PENDING VERIFICATION	Check Evaluation
QuantizationEngine before InferenceBackend	PENDING VERIFICATION	Check Architecture
No circular dependencies in component graph	PENDING VERIFICATION	Check Architecture
Phase 1 completes before Phase 2 starts	PENDING VERIFICATION	Check Roadmap
Phase 2 completes before Phase 3 starts	PENDING VERIFICATION	Check Roadmap
Phase 4 completes before Phase 5 starts	PENDING VERIFICATION	Check Roadmap
Phase 6 completes before Phase 7 starts	PENDING VERIFICATION	Check Roadmap

Action	Owner	Due
Validate dependency graph against architecture	Architecture Lead	T+7
Flag any cyclic or missing dependencies	PM Lead	T+14

Research claim correctness

Verify that all research citations, algorithm descriptions, and performance claims are accurate and sourced.

Item	Status	Notes
SLERP math description is correct	PENDING VERIFICATION	Check SLERP Math
Task Arithmetic formula is correct	PENDING VERIFICATION	Check Task Arithmetic
TIES merging description matches paper	PENDING VERIFICATION	Check TIES Merge
DARE merging description matches paper	PENDING VERIFICATION	Check DARE Merge
Evolution algorithm references are cited	PENDING VERIFICATION	Check Evolution Engine
Benchmark methodology matches standard practice	PENDING VERIFICATION	Check Benchmark Engine
Quantization method descriptions are accurate	PENDING VERIFICATION	Check Quantization
Fitness function claims are sourced	PENDING VERIFICATION	Check Fitness Engine
All paper citations use (Author et al. Year) format	PENDING VERIFICATION	Check Research
No unsourced performance claims	PENDING VERIFICATION	Check Evaluation

Action	Owner	Due
Verify every algorithm against original paper	Research Lead	T+14
Add missing citations where needed	Docs Lead	T+21

Mathematical consistency

Verify that equations, variable names, and notation are consistent across all math pages.

Item	Status	Notes
SLERP interpolation formula consistent	PENDING VERIFICATION	Check SLERP Math
Task Arithmetic delta notation consistent	PENDING VERIFICATION	Check Task Arithmetic
TIES trimming threshold notation consistent	PENDING VERIFICATION	Check TIES Math
DARE drop rate symbol consistent	PENDING VERIFICATION	Check DARE Math
Fitness function notation consistent	PENDING VERIFICATION	Check Fitness Math
Merge strategy symbols match glossary	PENDING VERIFICATION	Check Math Overview
Vector notation uses same convention everywhere	PENDING VERIFICATION	Check all math pages
Matrix dimensions specified where needed	PENDING VERIFICATION	Check all math pages
Probability notation consistent	PENDING VERIFICATION	Check Evolution
Loss function definitions consistent	PENDING VERIFICATION	Check Finetuning

Action	Owner	Due
Standardize notation across all math pages	Math Lead	T+14
Add notation glossary if missing	Docs Lead	T+21

Benchmark consistency

Verify that benchmark names, metrics, and baselines are consistent across evaluation and research pages.

Item	Status	Notes
Benchmark names match standard names	PENDING VERIFICATION	Check Benchmark Engine
Metric definitions consistent	PENDING VERIFICATION	Check Evaluation
Baseline model versions specified	PENDING VERIFICATION	Check Benchmark Engine
Hidden test isolation described	PENDING VERIFICATION	Check Testing
Persian benchmark sources named	PENDING VERIFICATION	Check Research
Reproducibility seeds documented	PENDING VERIFICATION	Check KPI Specification
Hardware environment specified	PENDING VERIFICATION	Check Benchmark Engine
Statistical significance tests described	PENDING VERIFICATION	Check Evaluation
Score aggregation method consistent	PENDING VERIFICATION	Check Benchmark Engine
Leaderboard update cadence defined	PENDING VERIFICATION	Check KPI Specification

Action	Owner	Due
Standardize benchmark naming and metrics	Evaluation Lead	T+14
Document baseline versions and hardware	Benchmark Lead	T+21

Security consistency

Verify that security pages use consistent terminology for authentication, authorization, signing, and audit logging.

Item	Status	Notes
Authentication method names consistent	PENDING VERIFICATION	Check Security
Authorization role names consistent	PENDING VERIFICATION	Check Security
Model signing algorithm named consistently	PENDING VERIFICATION	Check Security
Audit log fields consistent	PENDING VERIFICATION	Check Security
Key custody terms consistent	PENDING VERIFICATION	Check Security
Threat model references consistent	PENDING VERIFICATION	Check Security
Compliance framework names consistent	PENDING VERIFICATION	Check Enterprise
Data classification labels consistent	PENDING VERIFICATION	Check Security
Incident response terms consistent	PENDING VERIFICATION	Check Operations
Encryption standard references consistent	PENDING VERIFICATION	Check Security

Action	Owner	Due
Standardize security terminology	Security Lead	T+7
Update role and method names across docs	Docs Lead	T+14

Versioning consistency

Verify that version numbers, release names, and compatibility statements are consistent.

Item	Status	Notes
EMEP version referenced consistently	PENDING VERIFICATION	Check all pages
API version in endpoints consistent	PENDING VERIFICATION	Check Interfaces
Model version format consistent	PENDING VERIFICATION	Check Model Registry
Dataset version format consistent	PENDING VERIFICATION	Check Dataset Registry
Release notes version matches docs	PENDING VERIFICATION	Check Project
Deprecation policy version references consistent	PENDING VERIFICATION	Check Interfaces
Changelog format consistent	PENDING VERIFICATION	Check Project
Semantic versioning used everywhere	PENDING VERIFICATION	Check all pages
Compatibility matrix version ranges correct	PENDING VERIFICATION	Check Compatibility
SDK version matches API version	PENDING VERIFICATION	Check Interfaces

Action	Owner	Due
Audit all version references across docs	Docs Lead	T+7
Standardize version format and references	Release Lead	T+14

Overall status

Metric	Value
Total sections	12
Sections with PASS	1 (Terminology)
Sections with PENDING VERIFICATION	11
Total findings	120
Open corrective actions	22
Overdue actions	0

The terminology section is fully locked and verified. All other sections require cross-checking against source code, database schemas, API specifications, and research papers. Schedule the first corrective action sprint to begin within one week of report generation.