Agentic systems
Multi-step agents that verify, retry, and finish work over hours — not one-shot chat replies.
We build at the edge of possible
We don't pitch AI. We ship it. Live products, public evals, one lab behind it all.
Selected cases
What we do
Our expertise
Product engineering
From lab experiment to production product — with evals, observability, and real user load.
Moderation & safety scoring
Multimodal scoring for children's video — transcript, frames and context. Measured in public by SafeWatch-Bench, it decides what enters a learning plan.
Long-horizon evals
Public benchmarks for agent reliability over days and weeks — the bar before anything ships.
Business workflow automation
One real workflow of a business automated per engagement — replies, bookings, reporting — shown running before any proposal.
Compliance engineering
SAF-T, ATCUD, and GDPR signal detection engineered for fiscal quarters, not checkbox audits.
Lab evals
Experiments we measure
Public benchmarks tied to real products — not slide decks.
About
We don't sell AI promises. We show what's already working.
Every idea enters lab mode before it becomes a product. Our shipping record is the portfolio — when we advise a business, we do it with the credibility of people who already run systems in production.
Join the Lab
Build with us
Researchers, engineers, founders — if you want to ship at the edge of possible, say hello.
hello@lemu-lab.com