A remote role focused on building and shipping automation systems, AI pipelines, or workflow integrations — somewhere technical output matters more than process.
Dawid User
@dovahray
Mechanical Engineering and generative AI specialist building production-grade automation pipelines and automotive diagnostics solutions.
What I'm looking for
I’m a Motorsport Engineering graduate (2:1, University of Derby) with hands-on experience across ANSYS thermal simulation, automotive diagnostics, and generative AI pipeline development.
As a Generative AI Systems Specialist (self-employed), I built and monetised independent Python-based AI production systems, focusing on embedding model consistency and reliable end-to-end workflows.
I operationalised cloud GPU workflows using RunPod and SSH across ComfyUI and Higgsfield, leveraging tools like Flux.1 Dev, ArcFace, and OpenCLIP to deliver scalable image-processing and API-integrated pipelines.
I bring engineering discipline from my final-year work in ANSYS thermal simulation (motorcycle exhaust heat shield geometry) plus practical fundamentals in FEA, vehicle dynamics, and mechanical diagnostics—supporting my ability to debug, iterate, and ship.
Experience
Work history, roles, and key accomplishments
Generative AI Systems
Self Employed
Jan 2024 - Present (2 years 5 months)
Built and monetised independent Python-based AI production pipelines using ComfyUI and Flux.1 Dev, ensuring embedding-model consistency across workflows. Managed cloud GPU deployments via RunPod/SSH for production operations using Higgsfield.
Education
Degrees, certifications, and relevant coursework
University of Derby
Postgraduate Engineering, Engineering
Enrolled in a postgraduate Engineering program at the University of Derby but left to pursue self-employment.
University of Derby
Bachelor of Engineering (BEng), Motorsport Engineering
Grade: 2:1
Earned a 2:1 BEng in Motorsport Engineering at the University of Derby, completing an ANSYS thermal simulation final-year project on motorcycle exhaust heat shield geometry for rider burn protection.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Job categories
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