Каждый символ — от ghost grey к белому. Grounded IS, не chat wrapper.

LLM GATEWAY. HYBRID RAG. CITATIONS §. TENANT ISOLATION. 4-LAYER MEMORY. DOCKER COMPOSE

Архитектура

Ядро платформы — слой за слоем

01

LLM Gateway

FinKey Internal Model Router — Ollama, OpenRouter, локальные маршруты. Rate limits и audit.

02

Hybrid RAG

Qdrant + BM25 + cross-encoder rerank. Citations в каждом ответе агента.

03

Layered Memory

Redis → volatile → Qdrant → PostgreSQL — четыре слоя recall.

04

Export & Voice

PDF, DOCX, XLSX, PPTX, RTF + gRPC STT/TTS smoke path.

AI Room

Три сценария — один grounded engine

User

FinKey Agent

Bento

Сценарии B2B и B2C

Agents

Profession Workers

Sales, HR, support — playbook + citations.

RAG

Grounded search

Hybrid retrieval с rerank.

Docs

Upload → answer

Versioning, PII filter, §-ссылка.

Security

Tenant isolation

RBAC, audit, on-prem roadmap.

B2C

Expert chat

Persona, тренажёр, co-pilot.

Deploy

Docker Compose

Postgres, Redis, Qdrant checklist.

Security

RBAC · audit · tenant boundary

  • RBACRole gates
  • AuditRequest trail
  • TenantBoundary ◈
  • PIIDoc filter
  • On-premCompose path
  • AuthSession + CSRF

Export & Voice

Форматы и gRPC STT/TTS

PDFReports
DOCXDocuments
XLSXSheets
PPTXDecks
RTFLegacy
gRPCSTT/TTS
Export hubPDF · DOCX · XLSX · PPTX · RTF

Roadmap

Shipped · MVP+ · будущее

  • ShippedLLM Gateway + Router
  • ShippedHybrid RAG + citations
  • MVP+4-layer memory
  • RoadmapIntegration Hub
  • RoadmapKnowledge Graph
  • RoadmapRegulation Judge

Разверните FinKey

Docker Compose · citations · tenant isolation