Build from the foundations. Ship intelligent systems.

AI-Focused Full-Stack Engineer building production-grade systems and documenting software evolution — from foundations to intelligent production-ready systems.

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The NullLayer Approach

Foundations

Core engineering principles, basics of AI & full-stack architecture.

Implementation

Detailed build walkthroughs, experiments, debugging notes.

Intelligence

Lessons learned, optimization, scaling, AI integration strategies.

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Engineering Logs

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2026-02-08

Engineering Log: Making Builds Resilient to Missing Environment Variables

How I prevent optional integrations from breaking builds and deployments—without hiding real configuration errors.

Next.js

Recent Blog Posts

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Feb 8, 2026

Secure Admin Dashboards With Next.js + Supabase: The Patterns That Hold Up

How I structure auth, authorization, and data access so admin dashboards stay secure—even as the codebase grows.

SupabaseNext.jsSecurity

Feb 8, 2026

Spec → Ship: A Practical Workflow for Building With AI Coding Agents

A repeatable, engineering-first workflow for turning fuzzy ideas into shipped software — using AI agents without sacrificing quality.

AIEngineeringWorkflow

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