AI-Driven Development Adoption
Designing development processes, role allocation, code review workflows, and quality management with tools like Cursor, Claude Code, and ChatGPT.
Independent Advisor / Fractional Executive
Business-Driven
Fractional CTO
/ AI Technical Advisor
From AI-driven development to new business launches and cloud infrastructure.
I build systems that move businesses forward — bridging technology and strategy.
Drawing on experience as a development lead, business unit head, executive officer, outside director, and founder/exit, I serve as a bridge between management and engineering — supporting technology strategy, development team design, and new business launches.
About
Supporting from a position that bridges technology and business
I have been involved in launching and driving technology, organizations, and businesses — as a development lead, business unit head, executive officer, outside director, and founder.
My work spans AI-driven development, cloud architecture, large-scale service operations, new business launches, restructuring outsourced development teams, and GPU/AI infrastructure planning.
My strength lies not just in development support, but in co-designing the full picture:
"How do we launch this business?"
"How do we sustain operations with this team?"
Bridging technology and management
New business launch support
Development team restructuring
Services
Service Areas
Fractional CTO / Technical Advisor
Bridging management and engineering to support technology strategy, team structure, hiring, architecture, and project management.
New Business MVP Support
From concept refinement and requirements definition to prototyping, cloud deployment, and initial operations — accelerating new ventures.
Cloud & Large-Scale Infrastructure
Infrastructure design, IaC, performance engineering, operational design, and load testing centered on AWS.
Development Team Restructuring
Identifying issues in role allocation, knowledge silos, workflow bottlenecks, and quality concerns — then redesigning for execution.
GPU / AI Infrastructure Strategy
Supporting inference platforms, GPU servers, AI infrastructure, and data center planning from both business and technical perspectives.
Ideal Clients
Ideal for companies facing these challenges
- Want to transition to an AI-powered development workflow
- Need to launch a new business quickly
- Lack or need a stronger technical leadership role
- Experience a gap between management and engineering
- Want to restructure development or outsourced teams
- Need to redesign architecture for large-scale or high-traffic services
- Want upstream support for technology selection and architecture decisions
I can help from early-stage brainstorming through team design and concrete implementation planning.
Experience
Background
- Business leadership as development lead, business unit head, executive officer, and outside director
- Company founding and operations as co-founder / CEO
- Management experience including business exits and organizational integration
- Track record in AI, gaming, web, cloud, and GPU infrastructure
- End-to-end support from concept through PoC, MVP, and production operations for new ventures
- Cloud architecture, IaC, load testing, and operational design centered on AWS
Due to confidentiality, publicly available details are limited. However, I can share relevant experiences based on the nature of your consultation.
Engagement
How We Can Work Together
Technical / Business Advisor
Supporting technology strategy and business initiatives through regular meetings and brainstorming sessions
Fractional CTO
Serving as a part-time technical leader, typically 1-2 days per week
Project Partnership
Intensive, time-bound support for new ventures or critical initiatives
Outside Director / Advisor
Ongoing involvement spanning management, business, and technology
Engagement frequency and duration can be flexibly adjusted based on the theme and phase.
Insights
Insights / Notes
Practical perspectives on the intersection of technology and business.
AI-Driven Development
March 26, 2026 AI-Driven Development: What Really Got Faster Was 'Speed to Deployment'
AI-driven development using Claude and ChatGPT has dramatically accelerated system development itself. However, what truly changed was the cycle from PoC to deployment, testing, operations, and business decision-making. Examining this from a business leader's perspective using a new video LMS system as an example.
AI-Driven Development
March 26, 2026 Reconsidering Framework Selection in the LLM Era
Non-engineer executives' Vibe Coding is powerful. However, I've also faced the problem where evolution speed drops the moment we wrap it for production. Organizing thoughts on framework selection in the LLM era based on real-world experience.
Philosophy
What I Value
I believe what matters most about technology is not adoption itself, but how it drives business forward.
That's why I focus not just on
"introducing good technology," but on
"making it work within the organization,"
"enabling clear decision-making," and
"delivering sustained results."
I value translating strategy into actionable plans — keeping both management and the front lines in view.
Contact
Get in Touch
Whether it's AI adoption, new business planning, technology strategy, team structure, or cloud infrastructure — feel free to reach out even at the early conceptual stage.
Start with your challenges or ideas at any level. I'll propose an engagement model that fits your needs.
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