Writing
Blog
Notes on full stack development, AI-assisted workflows, WordPress, and technical SEO — written from real client and product work.
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How I Built AI Moderation Without Removing Human Judgment
How I built an AI moderation pipeline for Churv with Supabase Edge Functions and Gemini — confidence thresholds, human review fallbacks, and audit trails.
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How I Turned Campus Engagement Into Automated Facebook Reach
How I built an automated loop that shares top Churv posts to campus Facebook Pages using Supabase Edge Functions and pg_cron — without turning it into spam.
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How I Connected My Existing Hermes Agent to My Portfolio Site
How I safely exposed Hermes, my personal AI agent, through my portfolio site — a backend bridge with rate limiting, session state, and security boundaries.