Field notes · on tools, agents & the people who use them
Product engineer building AI tools for real workflows.
I build product surfaces, agent infrastructure, and local-first AI tools across developer workflows, internal platforms, and web3-adjacent networks.
Current work
two desks, one obsession01 / Metacomp Technologies
Product engineering for specialized teams.
Frontend product development, backend workflows for mesh generation software, customer support, documentation, and new product exploration.
02 / rootnode labs
Vertical agents for focused operators.
Focused agent systems with RAG pipelines, MCP integrations, fine-tuning loops, and domain-specific interfaces for complex work.
What I work on
01
Product systems
Frontend, backend, docs, support, and customer feedback loops for engineering software.
02
Agent tooling
MCP servers, RAG pipelines, local model workflows, and vertical assistants with real inputs.
03
Domain workflows
Interfaces and automation for specialized teams, messy data, and high-friction internal processes.
Index of works
shipped systems / prototypes / infrastructureNo.
09
Etsy Optimizer
Commerce automationAn AI workflow for improving Etsy listings by analyzing competing products and suggesting search-visible titles, tags, descriptions, and categories.
Compresses listing research into concrete title, tag, and category edits.
LLM analysis / listing metadata / search intent

Writing
Get in touch
I am usually interested in product-heavy AI tools, agent infrastructure, internal workflows, and technical founders working near those edges.






