AI/ML Researcher · Linux Tinkerer · Overengineer

role:: ai/ml-researcher | linux-tinkerer | overengineer
motto:: i-code-therefore-i-must-code
shell:: fish > bash
focus:: local-llm | transformers | mamba/ssm | context-window-reduction
style:: build-real-things -> add-unnecessary-complexity-for-fun

I treat code like a lab notebook with side quests: break assumptions, map internals, rewire architecture, then ship the weird thing that should not work but somehow does.
I prefer expressive systems over sterile templates, terminal aesthetics over polished corporate blur, and practical experiments over benchmark theater.

• local-first LLM workflows, offline-first when possible
• transformer behavior study + attention mechanics
• mamba/ssm experiments for leaner context without coherence collapse
• backend-heavy implementations that survive real users

pharmaguard:: pharmacogenomic prescribing assistant · repo · live

redshield:: docker+mcp pentesting environment · repo

medgraph:: medical knowledge graph engine · repo

stack:: python fastapi transformers mamba/ssm docker linux fish neo4j groq