Last updated: May 12, 2026

I'm currently operating as an independent systems architect, combining B2B workflow optimization with active systems R&D across QAP, Satori, PromptReady, backend/database depth, and production-style full-stack projects.

Current themes

• B2B workflow optimization: UI/UX audits, internal application reviews, and practical modernization roadmaps
• QAP: testing which crypto pairs deserve trust using data checks, validation, copula-based dependency modeling, and paper-run decision workflows
• Satori: MCP tooling, semantic code retrieval, and index lifecycle hardening
• PromptReady: live Chrome Web Store extension, offline Markdown capture, rendered-page fixtures, and quality-gated AI cleanup
• Node.js API design
• PostgreSQL/Supabase schema design
• Authentication and role-based access
• React app architecture
• AI API integrations and agent workflows
• Technical writing and project retrospectives from failure cases

I'm using this site to keep those threads visible: the projects, the fixture work, the rough notes that become clearer over time, and the retrospectives that explain what changed after building.