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.
Paste a topic + brand, get a finished editorial carousel — not generic slop.
Notify me →Vague idea in, sharp content angles out — in a real editorial voice.
Notify me →Prompts that make AI video look like real footage, not cinematic gloss.
Notify me →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