“We know AI could help us, but we don't know where to start.”
I help turn vague ideas into concrete use cases, requirements and realistic technical options.
Applied AI Engineering & Consulting
I help teams figure out what is technically realistic, what is worth building, and how to turn it into a working AI solution.
From technical discovery and model evaluation to prototyping, implementation and deployment.
The starting point
“We know AI could help us, but we don't know where to start.”
I help turn vague ideas into concrete use cases, requirements and realistic technical options.
“There are too many models and tools. Which approach actually makes sense?”
I evaluate realistic options based on performance, data, cost, infrastructure, privacy and implementation constraints.
“The prototype works. Turning it into something reliable is another problem.”
I help move from experiment to validated, integrated and production-oriented AI systems.
How I help
Clarify the problem, identify valuable AI opportunities and determine what is technically realistic.
Compare approaches and select models, tools and architectures based on real constraints rather than hype.
Build, test and integrate solutions and help move promising prototypes toward real-world use.
How I work and think
August 18, 2026
An honest, work-in-progress attempt at teaching FLUX to keep an object's identity straight across four views
April 18, 2025
Pixel-wise wrinkle segmentation is still an unsolved task with many applications
August 19, 2024
GenAI software & tools in image generation & editing for (mostly) non-technical users.