So much faster than acceptable...for humans
I've been looking at the recent model releases and their abilities.Too much to handle at once. Too fast, a lot of new updates.Model capabilties moving so...
Istanbul · Operational technology & AI
Software developer & IT specialist
AI/ML systems, industrial automation, and the internal tools a factory floor depends on — documented as it is built, at ASP Otomasyon A.Ş.
They say you’re the average of the five people you spend the most time with. I’m carefully curating mine — and the systems I build: architecturally robust, computationally efficient, grounded in time-resistant fundamentals.
From CPU-optimized neural network experiments to industrial automation, the work is documented here as it happens.
Full profile, education, and work history →
Systems across AI/ML, operational technology, industrial automation and web infrastructure — with the stack each one runs on.
Long-form notes on AI capability trends, model releases, free internet access, and post-code engineering.
An assistant that answers questions about this site entirely in your browser — no server call, no API key.
Education, work history at ASP Otomasyon A.Ş., certifications, and where to reach me.
The book
A 240-page practical guide to what stays scarce — and worth paying for — when intelligence itself becomes cheap. It is the longer argument behind much of this site's writing on AI, automation, and post-code engineering.
I've been looking at the recent model releases and their abilities.Too much to handle at once. Too fast, a lot of new updates.Model capabilties moving so...
Previous technological revolutions often had slower competitive feedback loops. In AI, a breakthrough can become globally visible in hours, alter strategy...
There will genuinely be a huge problem in the near future—gradually increasing over the next couple of years—(yes this is an em-dash) where a lot of the...