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Notes on PHP, Laravel, React, Next.js, and building with AI.

September 9, 20262 min read

EdTech and the Followup Question

Personalized learning at scale has been the EdTech pitch since 2010, and most of what shipped was video lectures with a progress bar. What's actually new is a system that can ask a student a followup question — and what that does and doesn't fix.

EdTechArtificial Intelligence

September 8, 20263 min read

Laravel's New Human-in-the-Loop AI Agent API

Laracon US 2026 introduced a Human-in-the-Loop API for Laravel's AI agents — letting agents pause and wait for explicit human approval before executing sensitive actions. Here's what it means for teams shipping AI features in production.

LaravelAI Development