Enterprise AI Agent Hub

From Frontier LLMsto Production Multi-Agent Systems

Eliminating the three major hurdles of enterprise AI: data leaks, hallucinations, and lack of integration with legacy systems. We build high-availability, private AI Agents and hybrid RAG engines.

Three Core AdvantagesEngineered for Production

Zero Data Leakage& Air-Gapped Security

On-premise deployment of frontier models like DeepSeek-V4, Qwen3, and Llama 4 within private clusters. 100% of data remains within your intranet boundary.

100% Private Isolation

Deep Integrationwith Legacy Systems

Moving far beyond superficial demos, we bridge agents directly with existing ERP, HRM, CRM systems, and databases via standardized APIs and the MCP protocol.

Sub-millisecond API Latency

Multi-AgentAutonomous Swarms

Built on LangGraph 1.0 / OpenAI Agents SDK with the A2A interoperability protocol for autonomous division of labor: Planner ➔ Retriever ➔ Executor ➔ Validator.

94% Autonomous Completion

Four Deployment Paradigmsfor Enterprise Scenarios

Covering hybrid RAG, private fine-tuning, autonomous swarms, and AI copilots.

Hybrid RAG Engine99.8% Q&A Accuracy · < 45ms Retrieval Latency

Private Hybrid RAGKnowledge Engine

Dense vector retrieval (Milvus 2.6/Pgvector) combined with BM25 sparse keyword matching and Qwen3-Reranker deep re-ranking for accurate extraction across policies, contracts, and technical docs.

Intelligent chunking and parsing for multi-source and multimodal PDF, Word, Excel, and Markdown docs

Dense vector + BM25 keyword hybrid search with cross-encoder re-ranking

Exact citation traceability to source paragraphs and page numbers to prevent hallucination

Role-based access control (RBAC) and real-time sensitive word filtering

Private LLM Tuning60% VRAM Cost Reduction · 45% Domain Understanding Boost

Domain LLMFine-Tuning & GPU Cluster

Tailoring open-source base models to enterprise terminology and business logic via LoRA/QLoRA and GRPO alignment, deployed to dedicated private GPU clusters.

High-quality domain corpus cleaning, automated Q&A synthesis, and data augmentation

Fine-tuning based on state-of-the-art foundations (DeepSeek-V4, Qwen3, Llama 4)

High-throughput inference via SGLang / vLLM V1 with PD disaggregation and FP8 quantization

Automated benchmark test suites with GRPO reinforcement learning for continuous alignment

Swarm Orchestration80% Workflow Duration Cut · 94% Autonomous Resolution

Multi-AgentAutonomous Workflows

Deconstructing complex business workflows into collaborative specialist agents: Planning, Retrieval, Tool Execution, and QA agents, orchestrated via MCP and A2A protocols.

Autonomous task decomposition, reflection, and self-correcting retry loops

Standardized enterprise tool access via MCP (Model Context Protocol)

A2A cross-vendor agent interoperability with persistent long-term memory

Human-in-the-loop escalation safeguards at critical business checkpoints

Decision Copilot300% HR Screening Acceleration · Reports in 5s

Enterprise Business Copilot& Decision Hub

Building department-specific AI copilots: smart candidate matching for HR, code audit assistants for R&D, and ChatBI natural-language instant analytics dashboards.

ChatBI / Agentic Analytics real-time query generation with dynamic interactive charting

Sub-second resume parsing with multi-dimensional candidate-job fit scoring

24/7 intelligent ticketing agent with auto-classification and routing

Deep integration with WeCom, Lark/Feishu, and DingTalk enterprise workspaces

System Architecture Topology

Enterprise AgentOSPipeline Architecture

Transparent request routing, knowledge retrieval, and security shield for production stability.

01 Ingress

Intent Classification & Safety Guard

Sensitive Filtering · Prompt Injection Defense · Route Dispatch

02 Retrieval

Hybrid RAG & Memory Activation

Milvus 2.6 Vectors · BM25 Sparse · Qwen3 Deep Reranking

03 Reasoning

LLM Inference & Tool Invocation

DeepSeek-V4 / Qwen3 · MCP Tool Calls · Code Sandbox

04 Verification

Fact Validation & Output Formatting

Citation Check · Markdown Rendering · Structured Storage

Ready to Accelerate Your Enterprise with AI Agents?

Our architecture team provides comprehensive 1-on-1 technical advisory, from feasibility evaluation to full-stack implementation.

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