Honest Fit Assessment
Job fit analysis that blends deterministic checks with LLM reasoning. On this site: paste a JD for a quick read on Ken’s profile.
- AI
- Product
I work where architecture, design systems, and AI-enabled interfaces meet. Actual hands-on experience in real-world production systems, too ;
Personal OS with autonomous agents, ingest pipeline, Mission Control, and live trading tournament.
Contract layer for AI-generated UI — validated against design system constraints before it ships.
Parallel strategy bots, shared market sim, and live charts — Claude-powered decisions.
Job fit analysis that blends deterministic checks with LLM reasoning. On this site: paste a JD for a quick read on Ken’s profile.
Most design systems die because they're component libraries without governance. Tokens, constraints, and adoption pathways matter more than the components.
LLMs can write React, but they can't follow your design system. The missing piece is a contract layer that validates AI output against real component APIs before it ships.
The best infrastructure is the kind you forget about. My Second Brain runs tournament rounds every 3 hours, proposes strategies every 12, and updates its own documentation on command.
I step into legacy React codebases, untangle shared state, extract reusable patterns, and leave behind systems that scale. Most of my career has been creating solutions to problems.
I build interfaces where design systems, runtime performance, and AI-assisted workflows meet.
I'm also a software engineer, athlete, and entrepreneur.
Outside the keyboard: 2 wheels, 2 skis, and the occasional gold pan.
