BROUGHT TO YOU BY VCB-AI

VECTOR FEED

Enterprise Document Intelligence — Extract, Structure, and Deliver Content at Scale.

vector@vcb-ai.online  |  vcb-ai.online

▶ View Identity Intro
INTRO

Introduction

Enterprise value proposition, use cases, performance highlights, and dark data challenge.

01

Installation

pip install, Docker, dependencies, and first-run guide.

02

Architecture

Multi-backend system design, dispatch flow, singleton model management.

03

Usage

CLI commands, Python SDK, and REST API reference.

04

Pipeline Backend

Layout detection, OCR, MFD/MFR formula recognition, table reconstruction.

05

VLM & Hybrid

Vision-language models, hybrid expert refinement, inference engines.

06

Output Formats

middle_json schema, Markdown generation modes, content list.

07

Deployment

Docker, multi-GPU, hardware acceleration, REST API server.

08

License & Activation

License key delivery, activation methods, validation.

09

Improving RAG

RAG optimization with VECTOR FEED — layout preservation, Data Rinsing, chunking.