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.
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...