Ethan Cole

Generation Is Not the Finish Line

Why I started treating review as a real product state in an image-to-image workflow.

One Prompt Box, Six Editing Jobs: The Product Decisions Behind It

What I learned while designing one online workflow for cleanup, enhancement, restoration, extension, style changes, and background work.

The workflow gap behind Task Bar Hero Wiki

A builder-first note on workflow friction, scope discipline, and the small product choices that make a tool feel complete.

What Building a Gear Comparison Tool Taught Me About Auditable UI

A builder-first look at identity, provenance, unit compatibility, empty states, and the boundary between arithmetic and product advice.

Designing an AI detector around review, not verdicts

A builder-first note on turning uncertainty, sentence evidence, and document input into a workflow people can actually use.

Free YouTube to MP3 converter with preview and direct download

A workflow note on why compact audio conversion still needs progress tracking, preview, and clear limits.

Why AI vocal removal needs a preview step before download

A builder-first note on keeping vocal removal scoped to a verifiable browser workflow instead of broad audio promises.

The small workflow behind downloading a YouTube transcript as TXT

A builder-first note on plain-text transcript download, output handoff, and honest limits around source caption tracks.

How to tell whether Hermes Agent fits the work in front of you

A builder-first note on workload fit, self-hosting boundaries, and the jobs that benefit from continuity, tools, and memory.

Why AI YouTube Transcript stayed focused on search, timestamps, and export

A builder-first note on workflow friction, scope discipline, and the small product choices that make a tool feel complete.