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Core Services

End‑to‑end AI data infrastructure solutions

Core Service Framework

Four core modules forming a complete AI data infrastructure solution

Data Ingestion & Preprocessing

Multimodal Data Integration

Support 50+ data formats including API endpoints, PDFs, SQL databases, and CSVs

Intelligent Cleansing & Standardization

Advanced denoising and entity normalization to build high‑quality training sets

Real‑time Stream Processing

Ingest and process streaming data to ensure timeliness and accuracy

Knowledge Representation & Retrieval

Vector Embeddings & Indexing

Use BERT-class models to generate high‑dimensional embeddings for semantic search

Knowledge Graph Construction

Build enterprise knowledge graphs to enable complex reasoning and associations

Hybrid Retrieval Strategies

Combine keyword and vector search with re‑ranking to boost accuracy

Intelligent Agent Systems

Multi‑agent Collaboration

ReAct‑based multi‑agent workflows for complex task coordination

Toolchain Integration

Integrate APIs and external services for finance, support, and more

Human‑in‑the‑loop Interaction

Support collaborative decision‑making with humans in the loop

Infrastructure & Security

High‑Performance Computing Clusters

Architecture design, deployment, and optimization of supercomputing clusters

On‑premises Deployment

On‑prem first to ensure data sovereignty and privacy

Security & Compliance

RBAC, encryption protocols, and GDPR compliance

Technical Workflow & Architecture

From data ingestion to intelligent applications, a complete pipeline ensures effective AI solutions

1

Data Ingestion

Multi‑source integration and preprocessing

2

Knowledge Construction

Vectorization and knowledge graph construction

3

Agent Orchestration

Intelligent agents working in concert

4

Deployment & Delivery

High‑performance system rollout

Service Highlights

A complete tech stack that ensures efficient enterprise AI data infrastructure

Cross‑platform Compatibility

Compatible with major LLM frameworks: Hugging Face, OpenAI API, and Llama family

Data Security

RBAC, encryption protocols, and audit logs aligned with GDPR

Scalability

Dynamic scaling to meet diverse enterprise data processing needs

Real‑time Processing

Stream processing and decision support to boost response speed

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