Thoughts on software architecture, building in public, AI systems, and the craft of digital product development.
Hard-won architectural lessons on isolated data namespaces, database connection pooling, and why single-tenant MVPs cost 5x more to scale later.
Hard-won architectural lessons on isolated data namespaces, database connection pooling, and why single-tenant MVPs cost 5x more to scale later.
How we replaced 40+ hours per week of manual onboarding, reporting, and customer triage using N8N workflows and custom LLM agents.
Isolated namespaces, Composer autoloading tricks, and custom database cache layers that keep WooCommerce stores running sub-second.
A practical evaluation framework comparing GPT-4o, Claude 3.5 Sonnet, Llama 3.1, and fine-tuned open weights across cost, latency, and accuracy.
The exact Next.js 16 + Tailwind v4 + PostgreSQL + Stripe boilerplates and deployment setup that let us go from idea to paying customers in 14 days.
Stop listing programming languages like groceries. How to reframe your experience around business outcomes, proof of work, and interactive client conversion.
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