> ## Documentation Index > Fetch the complete documentation index at: https://doc.blueapi.ir/llms.txt > Use this file to discover all available pages before exploring further. # 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. ```mermaid theme={null} flowchart TD A[Scan Docs] --> B[Extract Claims] B --> C[Cross-Check] C --> D[Findings] D --> E[Report] E --> F[Fixes] F --> G[Re-audit] G --> A ``` ## 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](/architecture/component-architecture) | | MergeEngine delegates to MergeStrategy | PENDING VERIFICATION | Check [Merge Engine](/merge/merge-engine) | | EvolutionEngine uses CandidateGenerator | PENDING VERIFICATION | Check [Evolution Engine](/evolution/evolution-engine) | | EvaluationEngine calls BenchmarkEngine | PENDING VERIFICATION | Check [Evaluation](/evaluation/framework) | | TensorEngine provides tensor ops to MergeEngine | PENDING VERIFICATION | Check [Tensor Engine](/architecture/component-architecture) | | QuantizationEngine feeds InferenceBackend | PENDING VERIFICATION | Check [Quantization](/architecture/component-architecture) | | DeploymentManager manages offline artifacts | PENDING VERIFICATION | Check [Deployment](/deployment/deployment-specification) | | DatasetRegistry links to ExperimentTracker | PENDING VERIFICATION | Check [Tracking](/tracking/experiment-tracking) | | ModelLoader loads from ModelRegistry | PENDING VERIFICATION | Check [Model Loader](/architecture/component-architecture) | | ModelCompatibilityAnalyzer reports to MergeEngine | PENDING VERIFICATION | Check [Compatibility](/compatibility/model-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](/interfaces/api-specification) | | MergeEngine merge request schema | PENDING VERIFICATION | Check [Merge API](/merge/merge-engine) | | EvaluationEngine submit benchmark schema | PENDING VERIFICATION | Check [Evaluation API](/evaluation/framework) | | EvolutionEngine evolve request schema | PENDING VERIFICATION | Check [Evolution API](/evolution/evolution-engine) | | Authentication headers documented | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Error response codes consistent | PENDING VERIFICATION | Check [Interfaces](/interfaces/api-specification) | | Webhook payload schema for ExperimentTracker | PENDING VERIFICATION | Check [Tracking](/tracking/experiment-tracking) | | QuantizationEngine job submission schema | PENDING VERIFICATION | Check [Quantization](/architecture/component-architecture) | | DeploymentManager deploy request schema | PENDING VERIFICATION | Check [Deployment](/deployment/deployment-specification) | | DatasetRegistry ingestion endpoint | PENDING VERIFICATION | Check [Dataset Registry](/architecture/component-architecture) | | 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](/architecture/component-architecture) | | Experiment run table schema | PENDING VERIFICATION | Check [Tracking](/tracking/experiment-tracking) | | Artifact storage metadata table | PENDING VERIFICATION | Check [Artifact Store](/architecture/component-architecture) | | Compatibility result table schema | PENDING VERIFICATION | Check [Compatibility](/compatibility/model-compatibility) | | Merge history table schema | PENDING VERIFICATION | Check [Merge Engine](/merge/merge-engine) | | Fitness score table schema | PENDING VERIFICATION | Check [Evolution](/evolution/fitness) | | Benchmark result table schema | PENDING VERIFICATION | Check [Evaluation](/evaluation/benchmark-specification) | | Dataset version table schema | PENDING VERIFICATION | Check [Dataset Registry](/architecture/component-architecture) | | User/role table schema | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Audit log table schema | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | 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](/project/tasks) | | Phase 1 tasks link to Registry docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 2 tasks link to Merge docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 3 tasks link to Advanced Merge docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 4 tasks link to Evaluation docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 5 tasks link to Evolution docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 6 tasks link to Quantization docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 7 tasks link to Deployment docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 8 tasks link to Enterprise docs | PENDING VERIFICATION | Check [Project Tasks](/project/tasks) | | Phase 9 tasks link to RAG docs | PENDING VERIFICATION | Check [Project Tasks](/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](/project/roadmap) | | Phase 1: Model Registry + Compatibility | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 2: Basic Merge Engine | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 3: Advanced Merge Strategies | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 4: Evaluation + Benchmarking | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 5: Evolution Engine | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 6: Quantization + Inference Optimization | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 7: Offline Deployment | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 8: Enterprise Pilot | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 9: Optional RAG | PENDING VERIFICATION | Check [Roadmap](/project/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](/architecture/component-architecture) | | Compatibility check before merge execution | PENDING VERIFICATION | Check [Compatibility](/compatibility/model-compatibility) | | MergeEngine before EvolutionEngine | PENDING VERIFICATION | Check [Evolution](/evolution/evolution-engine) | | EvaluationEngine before BenchmarkEngine | PENDING VERIFICATION | Check [Evaluation](/evaluation/framework) | | QuantizationEngine before InferenceBackend | PENDING VERIFICATION | Check [Architecture](/architecture/component-architecture) | | No circular dependencies in component graph | PENDING VERIFICATION | Check [Architecture](/architecture/component-architecture) | | Phase 1 completes before Phase 2 starts | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 2 completes before Phase 3 starts | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 4 completes before Phase 5 starts | PENDING VERIFICATION | Check [Roadmap](/project/roadmap) | | Phase 6 completes before Phase 7 starts | PENDING VERIFICATION | Check [Roadmap](/project/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](/math/slerp-math) | | Task Arithmetic formula is correct | PENDING VERIFICATION | Check [Task Arithmetic](/math/task-arithmetic) | | TIES merging description matches paper | PENDING VERIFICATION | Check [TIES Merge](/math/ties-math) | | DARE merging description matches paper | PENDING VERIFICATION | Check [DARE Merge](/math/dare-math) | | Evolution algorithm references are cited | PENDING VERIFICATION | Check [Evolution Engine](/evolution/evolution-engine) | | Benchmark methodology matches standard practice | PENDING VERIFICATION | Check [Benchmark Engine](/evaluation/benchmark-specification) | | Quantization method descriptions are accurate | PENDING VERIFICATION | Check [Quantization](/architecture/component-architecture) | | Fitness function claims are sourced | PENDING VERIFICATION | Check [Fitness Engine](/evolution/fitness) | | All paper citations use (Author et al. Year) format | PENDING VERIFICATION | Check [Research](/research/references) | | No unsourced performance claims | PENDING VERIFICATION | Check [Evaluation](/evaluation/framework) | | 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](/math/slerp-math) | | Task Arithmetic delta notation consistent | PENDING VERIFICATION | Check [Task Arithmetic](/math/task-arithmetic) | | TIES trimming threshold notation consistent | PENDING VERIFICATION | Check [TIES Math](/math/ties-math) | | DARE drop rate symbol consistent | PENDING VERIFICATION | Check [DARE Math](/math/dare-math) | | Fitness function notation consistent | PENDING VERIFICATION | Check [Fitness Math](/evolution/fitness) | | Merge strategy symbols match glossary | PENDING VERIFICATION | Check [Math Overview](/math/merge-math) | | 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](/evolution/evolution-engine) | | Loss function definitions consistent | PENDING VERIFICATION | Check [Finetuning](/finetuning/optional-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](/evaluation/benchmark-specification) | | Metric definitions consistent | PENDING VERIFICATION | Check [Evaluation](/evaluation/framework) | | Baseline model versions specified | PENDING VERIFICATION | Check [Benchmark Engine](/evaluation/benchmark-specification) | | Hidden test isolation described | PENDING VERIFICATION | Check [Testing](/evaluation/benchmark-integrity) | | Persian benchmark sources named | PENDING VERIFICATION | Check [Research](/research/references) | | Reproducibility seeds documented | PENDING VERIFICATION | Check [KPI Specification](/project/kpi-specification) | | Hardware environment specified | PENDING VERIFICATION | Check [Benchmark Engine](/evaluation/benchmark-specification) | | Statistical significance tests described | PENDING VERIFICATION | Check [Evaluation](/evaluation/framework) | | Score aggregation method consistent | PENDING VERIFICATION | Check [Benchmark Engine](/evaluation/benchmark-specification) | | Leaderboard update cadence defined | PENDING VERIFICATION | Check [KPI Specification](/project/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](/security/security-requirements) | | Authorization role names consistent | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Model signing algorithm named consistently | PENDING VERIFICATION | Check [Security](/security/artifact-signing) | | Audit log fields consistent | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Key custody terms consistent | PENDING VERIFICATION | Check [Security](/security/artifact-signing) | | Threat model references consistent | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Compliance framework names consistent | PENDING VERIFICATION | Check [Enterprise](/security/license-compliance) | | Data classification labels consistent | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | Incident response terms consistent | PENDING VERIFICATION | Check [Operations](/operations/runbook) | | Encryption standard references consistent | PENDING VERIFICATION | Check [Security](/security/security-requirements) | | 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](/interfaces/api-specification) | | Model version format consistent | PENDING VERIFICATION | Check [Model Registry](/architecture/component-architecture) | | Dataset version format consistent | PENDING VERIFICATION | Check [Dataset Registry](/architecture/component-architecture) | | Release notes version matches docs | PENDING VERIFICATION | Check [Project](/project/roadmap) | | Deprecation policy version references consistent | PENDING VERIFICATION | Check [Interfaces](/interfaces/api-specification) | | Changelog format consistent | PENDING VERIFICATION | Check [Project](/project/roadmap) | | Semantic versioning used everywhere | PENDING VERIFICATION | Check all pages | | Compatibility matrix version ranges correct | PENDING VERIFICATION | Check [Compatibility](/compatibility/model-compatibility) | | SDK version matches API version | PENDING VERIFICATION | Check [Interfaces](/interfaces/cli-specification) | | 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.