Another sprint spent fixing the prototype?

Put production experience
into your next sprint.

I work alongside your engineers to build the feature, trace the failures and make the release decision with evidence.

Learn from production experience

I’m Ion Moșnoi.

ML engineer. Product builder. Your instructor.

8+ years in ML and software. Dozens of projects in production.

I bring the decisions behind those systems into your team’s work: what failed, how we measured it and what we changed.

ShortsBlink: one model gateway reused across applications.

LLM Arena and TennisLens: compare outputs, review mistakes, improve the next version.

How the work moves

Inspect the code, data and failures. Agree the first useful result.

Integrate it into the product. Add evals and review it with your team.

Fix regressions, add monitoring and document the release and rollback.

Capacity, milestones and release criteria are agreed around your product.

Tell me what your team is building and where it breaks.