Agentic AI — research and build
AI systems
that learn
your business
We build agentic apps, PWAs, and custom software for businesses that need software with memory. We publish the research behind it — autonomous memory compression, self-directed fine-tuning, real benchmarks against frontier models.
The research lane
We're training AI
to manage its own memory.
Most agents forget. Ours don't. We publish what we learn building persistent intelligence — the methodology, the datasets, the benchmarks against frontier models. The same architecture goes into every system we ship.
Training a small Apple Silicon-native model to classify, compress, and store conversational memory in real time — replacing frontier API calls in the persistence layer of every agent we build.
An agent that uses its own accumulated decisions as training data, scaffolds eval pairs from its own corrections, and trains its next body without a human in the labeling loop.
The build lane
Want this engine
working on your problem?
We take on a small number of build engagements every quarter. Same team that's publishing the research. Same architecture, applied to whatever you're shipping.
Agentic backends, structured-data flows, internal tools, vertical SaaS. We architect, we ship, we hand over what works.
Next.js, Postgres, auth, payments, dashboards. Production-grade from day one — the stack we use for our own products.
Progressive Web Apps that ship to iOS, Android, and desktop from one codebase. Offline-first when it matters.
The problem
Sound familiar?
Customer calls at 6 PM. Nobody picks up. They call your competitor.
→ AI answers every call — any hour, any day. No voicemail, no missed revenue.
Your team spends hours answering the same questions every day.
→ AI handles the repetitive questions so your team can focus on real work.
You tried a chatbot. It felt robotic and embarrassed your brand.
→ Trained on YOUR business. Sounds like YOUR team. Not a script bot.
30% of your customers speak Spanish. Your website speaks only English.
→ Professional outreach in 12 languages — instant, not Google Translate.
See it in action
Watch it work.
Chat Widget
Answers customer questions instantly on your website — trained on your business, not generic AI responses.
Applied
What the engine makes,
when we point it at a problem.
Six products we've shipped on top of the same agentic stack — each one proof the architecture works in a specific market. The same engine ships into client builds.
AI chat that answers questions, books appointments, and captures leads — on your website, 24/7.
AI receptionist that answers every call, looks up customers, and books appointments. Never misses.
Write in English. Your customers read in their language. 12 languages, instant.
Catches what your AI voice agent gets wrong and fixes it before customers complain.
Client management, scheduling, and AI follow-ups — built for contractors and service teams.
Turn real conversations into training data. Your AI agent improves every week.
Why us
We build the kind of AI
most teams don't know how to build.
Most AI work today is wrapper code around someone else's API. Ours isn't. We architect persistence, train our own models, publish the methodology, and run it in production. Healthcare was our first vertical — HIPAA-grade voice agents, midnight calls, two languages — and the same architecture now ships across eight industries.
Healthcare · Home Services · Legal · Real Estate · Restaurants · Auto · Fitness · E-commerce
Two ways
to work with us.
Hire us to build the agentic system your business needs, or buy one of the products we've already shipped on the same stack. Either way, you're working with the team publishing the research.
Limited build slots each quarter · Response in 24 hours