AI Agent
Work automation orchestration
We design agents that carry out real work through prompts, tool calls, approval flows, and system integrations.
AI Sec Ops-based Air-Gap environment deployment · End-to-end execution from PoC to operations
With 25 years of hands-on experience and 113 delivered projects, we take enterprise AX/DX from PoC through operational optimization.
Our public projects also cover financial analytics, quant backtesting, financial RAG, and accounting and disclosure automation.
AI Service Architecture
We design agents that carry out real work through prompts, tool calls, approval flows, and system integrations.
We collect, chunk, embed, retrieve, and rerank documents to produce trustworthy, evidence-based answers.
We connect cloud architecture, CI/CD, model operations, and observability for reliable services.
A reference architecture connecting models, internal knowledge, and business tools inside a private network.
Harbor, offline import, Kubernetes image pull, and vLLM deployment come from harbor-lab exercises. RAG and agents extend that foundation as a proposed solution.
Service access
Data and AI flow
Additional links
With 25 years of experience across education, the public sector, and enterprises, EDUMGT designs services ready for real operations. We work from strategy through development, deployment, and ongoing optimization.
Hands-on delivery across AI, cloud, and LMS
Delivered projects and operations-focused outcomes
From planning and development to deployment and operations
AI Architecture Map
LiveOur strengths include domain understanding of education, public, and corporate systems and the ability to execute quickly.
It also provides screens, data flows, and operating models that users actually use.
Claude (Anthropic) APIs power coding automation and AI consulting that improve how organizations work.
Explore EDUMGT's public GitHub projects in investment analysis, financial knowledge retrieval, and accounting and disclosure automation. Each implementation links to its source repository.
Connect market and company analysis, portfolio construction and optimization, KRX data, and QuantConnect LEAN backtesting in one workflow.
Build ReAct-style financial Q&A, Qdrant document search, evidence-based answers from learning materials, and interactive analysis views.
Connect receipt OCR, account classification, anomaly detection, cash-flow forecasting, OpenDART data, and financial PDF generation.
AI · cloud · education solutions
Connect private LLM inference, internal knowledge retrieval, and business agents in one enterprise operating model.
We assess core workflows and implement practical productivity improvements with Claude AI.
It supports SCORM · xAPI · LRS integration, automatic creation of lesson plans/quizzes, and learner behavior-based analysis.
Intelligent guidance and knowledge management automation, including in-house document-based RAG, multilingual, and voice/video response.
Design data lake/warehouse, ETL/ELT, and real-time streaming environments.
We provide a step-by-step roadmap from legacy analysis → modernization → modularization → operation.
Select a scenario to see the actual data flow and how the modules work together. Hover your mouse over a node to see detailed information.
User question → Identify Claude's intent → RAG search → Vector DB similarity search → Evidence-based final response
We bring AI agents, RAG, LLMOps, DevOps, and MLOps together to deliver enterprise AX and DX transformation.
AX / DX / AI Automation
01 Discover
Analyze current processes, documents, databases, APIs, and infrastructure to define AI application scope and priorities.
02 Design
Create a reliable response system by designing prompt strategies, tool calls, permission flows, vector databases, and search structures.
03 Deploy
We connect AWS/Azure infrastructure, CI/CD, APIs, access control, and audit trails for enterprise deployment.
04 Optimize
We monitor quality, cost, response speed, and failure indicators and continuously improve from a DevOps, MLOps, and AIOps perspective.
key deliverables
AI PoC, RAG knowledge base, Agent workflow, operation dashboard, cloud deployment automation
Area of application
Learning platforms, enterprise workflow automation, dashboards, cloud migration, and AI services
Operating standards
Practical delivery that considers security, traceability, cost, scalability, and adoption
25 years of experience in AI, cloud, education, public, and corporate projects
Total 90+ projects 2001–2026
We design proven automation architectures spanning Claude (Anthropic), AI technologies, cloud platforms, and DevOps.
Technologies shown in the public repositories, from financial data ingestion through analytics, retrieval, and deployment.
KRX · pykrx · yfinance · OpenDART · pandas · NumPy
QuantConnect LEAN · scikit-learn · LightGBM · MLP · portfolio optimization
FastAPI · Qdrant · pgvector · Ollama · ReAct agents
PostgreSQL · Redis · Vanilla JS · ApexCharts · Docker Compose · AWS
Feel free to email us about AI agents, RAG, cloud infrastructure, or DX/AX transformation.
We will quickly review and contact you.
Room 1206, Building E, Hyundai Terrace Tower, Yeonmujang 5-ga-gil, Seongdong-gu, Seoul