Edge AI
Researching AI that runs on edge devices and validating practical deployment and operations in real-world environments.
→EDGE AI / ON-PREMISES GENERATIVE AI / HYBRID CLOUD
Researching Enterprise-Ready
Edge AI Through
Hands-On Practice.
EDGE AI LABORATORY researches and validates Edge AI architectures that combine On-Premises Generative AI, AI Agents, Data + AI, RAG, Hybrid Cloud, and Zero Trust, with a focus on security, operations, and practical enterprise use.
RESEARCH AREAS
Research Areas
We evaluate technologies from a vendor-neutral perspective, focusing on what enterprises actually need.
On-Premises Generative AI Infrastructure
Researching secure on-premises and local generative AI platforms for enterprise use.
→AI Agents
Designing and validating AI agents that autonomously support enterprise business processes.
→Hybrid Cloud
Exploring vendor-neutral infrastructure architectures that combine on-premises and cloud environments for the AI era.
→Data + AI / Knowledge (RAG)
Researching secure and effective ways to connect enterprise data and knowledge to generative AI and turn data into valuable answers and insights.
→OUR PRINCIPLESStart with the problem,
Start with the problem,
not the product.
EDGE AI LABORATORY is not built to promote any specific vendor or product. We evaluate the right combination of technologies based on objectives, constraints, security, and operational requirements.
01
Vendor Neutral
Independent technology evaluation without vendor lock-in.
02
Hands-on
Emphasis on insights and lessons learned through real implementation.
03
Enterprise Ready
Enterprise perspectives that include security and operations.
PROJECTS
Validation Projects
We combine technologies in working environments to validate architectures and operational approaches for enterprise use.
On-Premises Generative AI Infrastructure
Building on-premises generative AI infrastructure and validating security, performance, and operational characteristics.
Local LLMData + AIRAGEnterprise AI
Business Support AI Agents
Researching AI agents that assist with email, documents, knowledge search, and other business processes.
AI AgentWorkflowAutomation
AI Infrastructure Architecture
Designing flexible AI platforms that combine cloud and on-premises resources without dependence on a single vendor.
Hybrid CloudSecurityOperations
LAB NOTES
Lab Notes
Hands-on build procedures, validation results, and operational lessons are published on Ameba Blog.
EDGE AI / ARCHITECTUREValidating Enterprise-Ready Edge AI
View Articles ↗INFRASTRUCTUREValidating Enterprise-Ready Edge AI
Through Hands-On Practice
We share insights from building, validating, and operating the technologies behind enterprise AI, including On-Premises Generative AI, AI Agents, Zero Trust, and Data + AI.
Designing Enterprise Generative AI Infrastructure
Read →DATA + AI / RAGConnecting Enterprise Data and Knowledge to AI
Read →PUBLICATIONS & SPEAKINGSharing hands-on knowledge
Sharing hands-on knowledge
through books and speaking.
We are organizing practical build procedures and validation results into books, technical talks, articles, and other forms of knowledge sharing.
COMING SOONHands-On with Dify
Hands-On with Dify
Edge AI Architecture
Cloudflare Zero Trust
Building a Secure Enterprise On-Premises AI Environment
PROFILE
Noboru Ugajin
Founder / Senior IT Consultant
EDGE AI LABORATORY
While working in the design, implementation, and operation of enterprise IT infrastructure, I research Edge AI, On-Premises Generative AI, AI Agents, and Hybrid Cloud. I share practical approaches to enterprise AI based on hands-on implementation and validation.
01
Senior IT Consultant
Supporting the design, implementation, and operational improvement of enterprise IT infrastructure.
02
Edge AI Researcher
Continuously implementing and validating Edge AI and Generative AI technologies.
03
Technical Author / Speaker
Sharing practical knowledge through blogs, books, and technical presentations.
RESEARCH INTERESTS
CONTACT
info@edgeai-lab.com →Technology Exchange, Writing & Speaking
For technical discussions, speaking requests, collaboration, or other inquiries, please contact info@edgeai-lab.com.