AI Foundation Model R&D & Application

Private Model Engine for Vertical Scenarios

We focus on the R&D and deployment of vertical foundation models for back‑end and middle‑office business domains. Based on open‑source base models and proprietary industry data, we perform incremental training, alignment, and engineering deployment, providing enterprises with secure, controllable, cost‑effective private foundation model solutions that bring cutting‑edge AI to core business processes.

Technical Architecture & Methodology

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Foundation Model Layer

Integrates mainstream open‑source and commercial large models with a unified model service gateway, supporting multi‑model parallel scheduling and dynamic switching.

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Model Training & Fine‑tuning Layer

Domain‑specific model fine‑tuning based on enterprise private data, supporting efficient paradigms such as LoRA and QLoRA to reduce training costs.

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Agent Orchestration Layer

Multi‑Agent collaboration framework supporting task decomposition, tool invocation, and process orchestration, enabling intelligent automation for complex business scenarios.

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Application Access Layer

Standardized API and SDK integration system, enabling low‑code/no‑code rapid development of AI‑native applications to accelerate business innovation.

Key Capabilities

Supports model training and deployment from 7B to 130B parameters

Private training‑inference integrated solutions – customer data never leaves the perimeter

Multiple service forms: prompt engineering, agent building, API/SDK

Model performance comparable to general‑purpose foundation models

in domain expertise, with >60% hallucination reduction

Application Scenarios & Value

Intelligent Knowledge Q&A & Summarization

Second‑level professional responses for internal queries on policies, meeting summaries, training FAQs.

Complex Work Order Analysis & Decision Support

Automatically parses unstructured work orders, extracts key elements, and provides handling recommendations, helping junior staff perform at a senior level.

Marketing & Communication Content Generation

Generates personalized scripts and service follow‑ups based on customer profiles and interaction history, improving conversion rates.

Code & Automation Script Assistance

Assists internal technical teams in generating scripts for data processing, reporting, etc., accelerating digital delivery.