Source-traced
Every claim traces back to a real, fetched source — not a confident guess a model made up.
Solo builder · Toronto · Available for contract
I build the pipelines, render tools, and verification systems behind LOKKR — and I make them for other teams too.
What your brand is afraid of — and who it became in order to not say it.
Open the tool →Reads your Shopify store's own catalog — and shows what's broken, blurred, or dead.
Open the tool →Your voice as a spec sheet — and a prompt that makes any AI write like you.
Open the tool →A source-traced content engine built around your team, brand and approval rules.
Reusable rendering and delivery infrastructure for consistent finished assets.
A voice system and validation layer that stops models drifting off-brand.
Ongoing iteration, production support and system improvement.
Every claim traces back to a real, fetched source — not a confident guess a model made up.
Systems that ship publish-ready output, not a rough first pass someone has to fix.
Architecture, not one-offs. The same engine redeploys for the next brand and voice.
Working with Yosef was a genuinely great experience. They took the time to understand what I needed, communicated clearly throughout the process, and delivered high-quality work on schedule. I especially appreciated their attention to detail and how open they were to feedback. The final result felt thoughtful, professional, and aligned with what I had envisioned. I would gladly work with them again and recommend them to anyone looking for reliable, skilled support