From hardware tinkering to AI systems — the evolution of a Tech Generalist
The Journey So Far
Key milestones in my technical evolution
2018-2021: Electronics Foundation
Started with electronics at Chitralada Technology Institute. Learned circuit analysis, microcontroller programming, and digital systems. This hardware foundation taught me how computers really work at the lowest level.
2021-2022: Infrastructure & Networking
Worked in data centers and ISP operations. Learned about scalable infrastructure, network protocols, and how the internet actually works. This experience shapes how I think about performance and reliability in software systems.
2022-2024: Web Development & SEO
Transitioned into web development and digital marketing. Self-taught React, Next.js, and SEO. Started with Shopify sites and grew into full-stack applications. This is where I discovered my love for solving business problems with technology.
2024-Present: AI & Full-Stack Mastery
Deep dive into AI/ML with RAG systems, LangChain, and multi-agent architectures. Combining full-stack development with AI to create intelligent applications. This is where my generalist approach really pays off.
The First Bug Fix
When debugging became addictive
Spent 6 hours debugging a simple circuit that wouldn't work. When I finally found the loose connection, the satisfaction was incredible. That's when I knew I loved problem-solving and would chase that feeling forever.
Discovering the Web
Realizing software could reach millions
Built my first website to showcase electronics projects. Seeing people from around the world visit and interact with something I created was mind-blowing. The reach and impact potential of web development convinced me to make the transition.
The AI Awakening
When GPT-3 changed everything
First experimented with GPT-3 API in early 2021. Realized this wasn't just another tool—it was a fundamental shift in how software could work. Started learning ML/AI seriously to stay ahead of the curve.
Going Solo
The leap into entrepreneurship
Decided to become a solopreneur after realizing I could combine my technical skills with business needs. The freedom to choose projects, learn continuously, and directly impact clients' success is incredibly fulfilling.
Technical Philosophy
How my journey shaped my approach to technology
Hardware Thinking for Software Problems
My electronics background makes me think about performance, power consumption, and constraintseven in software. I naturally consider resource usage, optimization, and failure modes—habits that lead to more robust applications.
Infrastructure-Aware Development
Having worked in data centers, I understand how code translates to actual hardware. This makes me conscious of deployment environments, scaling bottlenecks, and operational concerns from the early stages of development.
Business-Driven Technology Choices
My journey through different industries taught me that technology should serve business goals, not exist for its own sake. I choose tools and architectures based on actual needs, not just what's trendy or technically interesting.
Frontend
Backend & AI
Tools & Analytics
The Road Ahead
Where technology is taking me next
AI-First Development
I see a future where AI augments every step of the development process. Not just code generation, but intelligent testing, automated optimization, and self-healing systems. I'm positioning myself to be at the forefront of this transformation.
Edge Computing & IoT Renaissance
My electronics background makes me excited about edge computing and IoT. As AI models get smaller and hardware gets more powerful, there will be incredible opportunities to build intelligent systems that work offline and respond instantly.
Teaching & Community Building
I want to help others make similar transitions. Creating educational content and mentoringthe next generation of developers who can bridge hardware and software, technical and business, local and global perspectives.