yuru.be is an engineering studio in Tampa, Florida. the work splits two ways. we build and look after websites and software for local businesses and tech companies, flat priced, with the maintenance included rather than sold back to you. and we build training data and evaluation programs for frontier AI labs, the companies training the models everything else runs on. those specifics stay under NDA.
both come down to the same question: does it hold up when a real person uses it. we design the rubric, build the harness, run the pipeline, and hand over the evidence. nothing gets handed off after the quote.
two of them, described as far as NDA allows.
one program benchmarked frontier AI coding assistants head to head inside the editors they actually ship in, capturing every suggestion with its latency and telemetry. expected outputs were authored and timestamped before any model ran, across more than a hundred task repositories, and competing tools never saw each other's results.
another verified AI answers against cited evidence in expert documents spanning medicine, law, finance, and science. every verdict is backed by verbatim quotes, checked against the exact page they came from. outside knowledge may never bridge a gap, and every record passes an independent second review.
we also run our own autonomous AI in production. that is where the methods come from.
every method here has a version of itself running in one of these.
a desktop app for agentic coding that we ship, sell, and support. paying customers are an unforgiving check on claims about what agentic tooling can actually do.
a market system that grades its own predictions against reality on a schedule. it taught us to compute every number in code before the model sees it, and to publish the score instead of the claim.
an autonomous AI vtuber running unsupervised in public. she taught us what agent reliability costs when there is no operator to unstick anything, and our weighted-rubric grading pipeline was built to give her a voice worth listening to.
describe the problem and we will tell you whether it should be us, and what it would take.