Liminal
Labs.
The software arm. We ship vertical products built to run our own operations first — and then sold into markets that look like ours. Agents, low-latency systems, and consumer brands, all under one roof.
Dogfood everything. Ship what we'd pay for ourselves.
Labs is not a services arm. Every product is production-grade software with a customer — starting with the sister divisions of Liminal. If it's good enough to run Holdings and Infrastructure, it's good enough to sell.
What we're shipping.
odynai
odynai.orgAn agentic CRM that runs the whole company.
odynai takes a lead from first touch through lead gen, scheduling, field operations, invoicing, and collections — with autonomous agents doing the work a team of dispatchers and AR clerks used to glue together. It runs Liminal Infrastructure and Liminal Holdings internally, and ships as a product to operators in the trades.
TradeHaven
tradehaven.usA low-latency trade copier, written in Rust.
TradeHaven is a MetaTrader and multi-broker trade copier built in Rust from the ground up — aimed squarely at the performance, reliability, and developer-surface limitations of the incumbents. Engineered to rival TradeSyncer and then outrun it.
Freshline Water
freshlinewater.comA consumer brand shipped from Labs.
Freshline Water is a consumer site built and operated by Liminal Labs — proof that the in-house stack can go beyond internal tooling and ship directly to market.
Scholar AI
vsnscholar.comAn AI study platform that sees what you see.
Scholar AI is an AI-native school platform that captures your screen in real time and turns whatever you're studying — lectures, PDFs, problem sets — into tutoring, summaries, and practice. Built for students who want a study partner that actually follows along.
How we build.
Small teams. Real customers from day one. A strong bias toward Rust and first-party infrastructure over managed services. Performance as a feature, not an optimization phase.
Operator-first
Every product has an in-house user before it has a paying one.
Rust where it matters
Hot paths in Rust. We care about p99s, not framework churn.
Agentic by default
Software that acts, not just records. Humans review, agents execute.
Ship weekly
Weekly releases, visible changelogs, no big-bang launches.
If you write Rust or you build agents, we want to meet you.
Labs is hiring quietly across systems engineering, agent infrastructure, and product. Remote-first. Real ownership, real cash flow behind the runway.