Data Fabric · §3, §59, §71, §80
5 компонентов
Event Bus (Redis Streams + Sentinel HA), Knowledge Graph (Neo4j), Vector Store v2 (pgvector + chunks + HNSW), Timeline (PostgreSQL), Dead Letter Queue per consumer
Intelligence · §4, §74
6 компонентов
Pattern Engine, Reasoning Engine (4 pipeline), Action Planner, Permission Gate, Reflection Module (Fast+Slow Loop), Hallucination Grounding Layer
Personality · §5, §101-§103
6 компонентов +3 NEW
Decision Model (Bayesian), Communication Profile, Role Orchestrator, Triad Digitization (В6+В5+В7), Cross-Validation Engine, Personality Bootstrap
Math Framework · §11
6 движков
Bayesian Inference, Graph Analytics (PageRank, Community), Time Series (EWMA, Burnout), Decision Theory (MAB), Information Theory, Resource Optimizer
UI Service Layer · §62, §93-§98 NEW
10 компонентов
Web App (Next.js, 7 views), WebSocket Gateway, Notification Router, Telegram (Bot+User API), REST API, CORS/CSP/Sessions, Pagination, API Versioning, WebSocket Protocol, Error Standard
Meta-Capabilities
8 компонентов
Self-Improvement §20, Self-Extending §13, Explainability §21, Human Handoff §23, Conflict Resolution §22, Entity Resolution §44, Shadow Learning §56, Goal Hierarchy §31
Stability · §12, §71, §76, §85, §88-§89
14 компонентов
Redis Sentinel, Circuit Breaker, DLQ, Idempotency, Graceful Shutdown, Event Ordering, LLM Concurrency, Degradation Matrix, Emergency Stop, Rate Limiters, Concurrent Session Guard
Operations · §65, §66, §69, §73, §75, §77-§82, §91-§92, §95, §99-§100
18 компонентов +18 NEW
CI/CD, Structured Logging+Loki, SLOs, Health Checks, Backup/DR, Feature Flags, Perf Budgets, Capacity Forecast, ADRs, DB Migrations, Secret Rotation, Load Testing, API Docs
AI Quality · §64, §72, §74, §84, §86-§87
8 компонентов +6 NEW
ML Injection Detection, Golden Datasets (6 suites), Adversarial Tests (100 cases), Grounding Layer, Confidence Calibration (ECE), Outcome Learning, Data Lineage, LLMOps Dashboards