Systems engineering at the hardware × software boundary.

Thoughts

Short systems‑leaning notes & fragments.

• 2025-12-28 a plant needs more than sun and water

  on thriving

• 2025-09-27 on building nonsense products

  sometimes nonsense fuels the sensible

• 2023-05-12 knowledge and communication

  on our means of sharing what we know

All thoughts

Currently tinkering with

Active exploration threads (recent first).

• 2025-08 making ai learn visual HMI programming

  node-based logic builder with embeddings + diffusion

• 2025-08 AI-native knowledge fabric

  a know-it-all colleague

• 2025-07 RodyrLabs Mini-Apps-Program

  trying to vibe code in trains

All tinkers

Recent projects

• Align Social

  2025 - Present

  Hyper-local social networking app focused on creating in-real-life builder connections within shared spaces, like coworking spaces and maker labs.

  app developmentsocial networkingcommunity
  Visit Align Social
• Incari Retrofit Program

  2024 - Present

  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

  2025 - Present

  Adaptive RAG-based agentic knowledge graph system for AI-powered corporate knowledge management in early MVP phase.

  aistartup
  Check RodyrLabs

Full background & skills

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.