KC Tech
AI-assisted engineering — .NET-first, deterministic, and practical
KC Tech is my small, opinionated lab for AI‑assisted engineering.
The focus is narrow on purpose: structure, rails, and dependable processes — not hype.
If you live in .NET, WinForms/WebView2, MEAI, and DI, this will feel like home.
At the core is AiStudio: a .NET + MEAI engineering workbench I built when OpenAI removed the O1 Pro model I relied on.
AiStudio is not a chat UI. It is a high‑leverage engineering partner that can read, reason, write, test, debug, and operate tools under strict rails.
I could not have built AiStudio without the Microsoft ecosystem — .NET, WinForms, WebView2, Visual Studio, and now MEAI.
Those tools make it realistic for a single engineer to build and run a system like this.
The system treats AI as an engineer working inside a disciplined workflow.
Key principles:
- documentation‑driven development
- clear separation of roles (Designer vs Programmer vs Optimizer)
- deterministic pipelines with build gates
- read‑before‑write, staged edits, and atomic writes
- small files, small commits, clean architecture
This site is a working notebook for AiStudio as it evolves.
You’ll find method descriptions, design notes, and concrete stories from real projects — mostly in .NET.
Thesis: personal engineering systems are coming
Within a few years, most serious engineers will work side‑by‑side with a deeply integrated, personal engineering system: a private AI workbench that knows their code, tools, and infrastructure, and helps them design, code, test, and operate under strict rails.
AiStudio is my version of that system. I built it early, for myself, on top of the Microsoft tooling I already knew. It is powerful enough that, used carelessly or at scale, it could do real damage. Used carefully, it makes me much more capable as a single engineer.
If I were twenty years younger and chasing a product, this could probably have made me rich. Instead, I keep it private and focus on using it well — and on understanding what responsible, rail‑bound personal systems should look like before they become normal.
Why AiStudio will stay closed
AiStudio has real limbs into my infrastructure: terminals, SSH/MacTelnet, routers, servers, and codebases. The danger is not in any model, but in the orchestration and reach.
In careful hands, with strong rails and method, it is an excellent personal workbench. In the wrong hands, it would be far too easy to misuse, against your own systems or others.
For that reason, AiStudio will remain closed. I am happy to share the ideas, architecture, and stories — but I will not publish a turnkey system.
For peers
If you are independently building similar, rail‑bound systems for real infrastructure, I would be interested in a serious, technical conversation.
You can reach me at: kc@kctech.dk.
Please include a few lines about what you are building and which stacks you work with.
KC Tech is intentionally quiet.
No noise. No marketing.
Just clean, practical notes on building dependable systems with AI under rails.