Systems engineering at the hardware × software boundary.
Mapping constraints → defining interfaces → shipping resilient, human-centered platforms.
Currently at Incari — Solutions Engineer (TPO & Architecture)
Focused on HMI + embedded integration, architecture framing, rapid prototyping loops, and pragmatic AI‑assisted tooling. Explore ongoing tinkers, selected projects, & recent thoughts below.
Thoughts
Short systems‑leaning notes & fragments.
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on building nonsense products
sometimes nonsense fuels the sensible
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knowledge and communication
on our means of sharing what we know
Currently tinkering with
Active exploration threads (recent first).
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making ai learn visual HMI programming
node-based logic builder with embeddings + diffusion
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AI-native knowledge fabric
a know-it-all colleague
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RodyrLabs Mini-Apps-Program
trying to vibe code in trains
Recent projects
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Incari Retrofit Program
Retrofit HMI platform bringing modern HMI capabilities to existing vehicles via signal acquisition and dynamic system adjustment through a fully-custom architecture; TPO across HW/SW and customer delivery. Technical base product for Retrobox hardware, MCCA Retrofit project (Mehari Eden), as well as a series-production retrofit product for a major OEM.
architecturehmiembeddedautomotiveretrofit -
RodyrLabs Ody
Adaptive RAG-based agentic knowledge graph system for AI-powered corporate knowledge management in early MVP phase.
aistartupCheck RodyrLabs -
RealToMe
Early-stage personal project exploring AI-assisted journaling and life-logging, focusing on user experience through vibe checks. Mostly for fun.
aiapp development
Quick profile
Hands-on systems / platform engineer focusing on HMI & embedded integration, architecture framing, rapid prototyping, and pragmatic AI‑assisted tooling. I like turning fuzzy multi‑domain constraints into crisp interface seams and delivery streams that compound.