A Model Call Isn't a System
Virginia Mwega
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8 posts published so far
I Smoke-Tested FamNest's Homepage Before Launch — Here's the Full QA Pass
Virginia Mwega
I turned one LLM call into a multi-agent system — and only real testing caught the bugs that mattered
Virginia Mwega
How I Made It Impossible for One Parent to Read Another's Data
Virginia Mwega
I audited my own live app and found four bugs. One of them fails completely silently.
Virginia Mwega
Building FamNest: An AI Wellness Coach for Burned-Out Parents with Next.js 16, Supabase, and OpenAI
Virginia Mwega
How I Structure a Next.js App for Busy Parent Tools
Virginia Mwega
Idempotent Stripe webhooks: the 30-line pattern that survives every retry
Virginia Mwega