training data and evaluation for frontier model builders. applied AI engineering for businesses shipping to production. we already run every method we sell.
counted from the work itself: client benchmark and verification programs, plus systems we run. specifics stay under NDA.
four disciplines, one team. we work on the data models learn from, the rubrics they are judged by, and the systems they run inside.
expert-authored datasets across code, documents, and specialist domains. cleaned, deduped, safety-filtered, rubric-scored, fine-tune-ready.
weighted rubrics, LLM-as-judge harnesses, and head-to-head benchmarks run inside the real software under test.
agentic systems, automation, and LLM products for business: designed, shipped, and kept alive in production.
post-training on curated corpora, model selection, and eval design, with honest scoping of what AI cannot yet do for you.
four rules that decide whether a number you get from us is worth anything.
the expected answer is authored and timestamped before any model runs.
harnesses drive the actual editors and browsers under test, capturing output, latency, and telemetry.
written anchors per score point, hard auto-fails, competing systems scored blind.
a second reviewer re-checks every verdict, and you get the raw captures behind it.
the rules above come out of systems we run in production, on a clock, in public.
a fully autonomous AI vtuber who live-streams unsupervised. 61 tools, browser automation, memory and goals that persist, and the ability to rewrite her own code mid-stream. where our grading pipeline came from.
read the case study →a native desktop app for agentic coding. four agents in parallel on isolated branches, thinking streamed live, and a usage guard that acts before you hit a limit. mac, windows, linux. free demo, pro from $4/mo.
see the product →two frontier models read the same market evidence independently, a third merges them with a divergence check, and every call is graded the next day against what actually happened. an ensemble with a permanent record.
see how it works →tell us what you are making. we will tell you straight whether we are the right team for it.