2026 AI / Tooling In Use

AI Agents

Custom AI workers and pipelines I built to compress my own throughput: from a developer agent with an identity to a content pipeline that turns a brain dump into a finished short-form video.

AI agents and pipelines
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Why I build my own

Off-the-shelf AI tools are calibrated for the average user. I am not the average user. I'm running multiple SaaS products in parallel as a solo founder. I need agents that know what I'm building, how I work, and what they're allowed to decide on their own. So I built them.

Junior Coder: "Alex"

A controlled AI developer with a defined identity, working style, and chain of command. Alex is not a chatbot; he's a developer on my team. He takes briefs, executes independently where he can, flags blockers, and never goes above my word on scope decisions.

The framing matters: structured identity plus explicit role boundaries plus per-project memory produces vastly better technical work than a blank assistant prompt. This is the second iteration (MK2). The first version proved the architecture; this version drops the artificial knowledge ceiling.

AI Content Pipeline

A Python + Claude pipeline that turns a daily brain dump into a finished short-form video plan. One day in, one lesson, one feeling, one story out.

CSS Library Builder

A smaller agent that builds and maintains a reusable component CSS library across my own projects. The Questra site uses its output. Saves rebuilding the same button forty times.

Tech stack

Python Anthropic API Claude Vision MoviePy librosa OpenCV Structured context engineering