AI Agents & Smart Applications
From large language models to autonomous agents — we build AI systems that perceive, reason, plan, and execute, turning intelligence into real productivity.
AUTONOMOUS AGENTS
AI Agents: A New Paradigm of Autonomous Intelligence
Traditional AI is a passive tool. AI Agents are proactive workers — they understand goals, make plans, invoke tools, execute autonomously, and continuously learn and self-correct.
Multi-Agent Orchestration
Design and deploy systems where multiple specialized agents collaborate. Each agent focuses on its domain, communicating via message passing, shared state, and task delegation to automate complex workflows.
- Hierarchical / flat agent topology design
- Inter-agent communication protocols and state sync
- Dynamic task allocation and load balancing
- Conflict detection and consistency guarantees
Tool-Augmented RAG Agents
Agents that go beyond conversation — autonomously retrieving from knowledge bases, calling external APIs, and operating databases, all backed by RAG pipelines for verifiable, real-time accuracy.
- Vector database + semantic retrieval pipelines
- Function Calling & Tool Use integration
- Multi-source data fusion (documents / databases / APIs)
- Retrieval quality evaluation and hallucination prevention
Long-Horizon Planning & Execution
Handling complex tasks that require dozens or hundreds of steps. Agents decompose macro goals into executable sub-task sequences and dynamically adjust strategies during execution.
- Hierarchical task decomposition (Goal → Sub-goals → Actions)
- Short-term / long-term memory management (Context Window + External Memory)
- Exception detection and automatic retry / rollback
- Execution trace tracking and explainability
Agent Workflow Systems
End-to-end frameworks for developing, deploying, and operating agent systems. From prototype validation to production launch, with complete engineering support.
- Agent development frameworks and SDKs
- Workflow orchestration engine (DAG / state machines)
- Real-time monitoring, logging, and alerting
- A/B testing and effectiveness evaluation
Large Language Model Applications
Enterprise-grade LLM application development and deployment, full-cycle service from model selection to production.
Large Language Models
- Enterprise LLM application development (smart customer service, knowledge Q&A, document review)
- Model fine-tuning to adapt to domain-specific corpora and business contexts
- Knowledge graph + RAG retrieval augmentation for accurate, traceable answers
- Model reliability & quality control, including hallucination detection and safety guardrails
Machine Learning & Predictive Analytics
Multimodal data analysis, intelligent prediction, recommendation systems — data-driven decision engines.
Machine Learning
- Multimodal data analysis & prediction (time-series, tabular, text, image)
- Recommendation system design & deployment, boosting user conversion and retention
- Anomaly detection & early warning, covering equipment failure, financial risk, and more
- End-to-end model training, evaluation, and production deployment pipelines
Computer Vision
Industrial inspection, intelligent monitoring, document recognition — replacing manual work with machine vision.
Computer Vision
- Image recognition & object detection (industrial QC, safety monitoring, defect classification)
- Intelligent document processing: OCR text extraction, signature & seal verification
- Real-time video analysis & behavioral alerts (boundary crossing, dress code violations, etc.)
- Fine-grained visual inspection to replace manual spot-checks and improve production yield
Application Scenarios
Smart Customer Service
LLM-powered chatbots supporting multi-turn dialogue, precise business context understanding, significantly reducing human support workload.
Document Auto-Review & Extraction
Intelligent parsing of contracts, reports, and invoices — automatically extracting key information and performing compliance checks.
Visual Quality Inspection
Deep learning-based industrial visual inspection, detecting product defects and dimensional deviations in real-time.
Sentiment & Emotion Analysis
Real-time monitoring of social media and news channels for sentiment trends, providing early brand risk warnings.
Personalized Recommendation Engine
Behavior-based intelligent recommendation systems for e-commerce, content, and advertising, driving higher conversion rates.
Contract / Signature / Invoice OCR
Vision model-based document processing for accurate extraction of signatures, stamps, and invoice fields, with OA system integration.
Autonomous Customer Service Agent
Multi-agent powered customer service that autonomously queries orders, processes refunds, updates tickets — fully automated end-to-end.
Intelligent Document Processing Agent
Agents that automatically retrieve files from email/systems, parse, classify, enter data, and write results back to business systems.
Enterprise Knowledge Base Agent
RAG-powered enterprise Q&A agent combining internal docs, wikis, and databases for precise cross-department knowledge retrieval.