AI-Assisted Software Development Journey
Modern web technologies, LLM workflows, and production-focused product development practices.
Working method
How I start a project
I start from the problem, not the tool. Each of the four steps is tied to a measurable outcome.
Measure the problem
I start from the problem, not the tool. We measure which task repeats, how often, and where time is lost in the current process.
Draw the automation boundary
We make explicit what goes to software and what stays with a person. Automation with a fuzzy boundary is automation nobody trusts on the floor.
A verifiable pilot
I begin with a small, verifiable pilot — automation whose result cannot be measured is automation nobody can tell works.
Widen it in the field
As the pilot proves itself in the field, I widen the scope. Scope grows on evidence, not on assumption.
Approach
Principles
AI brings speed; architecture, quality, and field validation stay human.
AI as leverage, architecture human-led
AI tools accelerate iteration; requirements, testing, and quality discipline remain human-led.
Domain → software boundary
Technical grounding in production reality; validation so software works in the field.
Performance and accessibility
Light animations, meaningful interactions; reduced-motion and semantic HTML first.
Tooling
Technology stack
Grouped by purpose, so you can read which tool solves which job.
Product and interface
- Next.js / React
- TypeScript
- Framer Motion
AI workflows
- Cursor / Claude / GPT
- LLM Workflows
- Prompt Engineering
Rapid prototyping
- No-Code / Low-Code
- Vibe Coding
Journey
How I got here
2025 — Günümüz
AI-assisted CAD/CAM product development
C++ CAD/CAM platform for prefab manufacturing; accelerated iteration with AI tools and modern product architecture.
2022 — 2025
SolidWorks automation software
Parametric assembly and one-click documentation systems with C# / .NET / VBA for vehicle body production.
Sürekli
Personal brand and digital ecosystem
Portfolio site, blog, and development of RCS Technology and ParametriX brands under one ecosystem.
Next step
What this method produced
The process above turns into concrete results in the case studies; the detail behind the architectural decisions lives in the articles.