Software, engineered to reason
We build modern web products and the agentic systems that run behind them — pairing craft on the surface with real reasoning underneath.
Fluid, modern interfaces
Fast, fluid web development with a relentless focus on user experience — interfaces that feel inevitable and hold up under real use.
High-reasoning harnesses
High-reasoning agentic harnesses built on open models — with domain-specific fine-tuning so the system reasons in your language, not a generic one.
The Harness — Five Layers
SCHEMATIC — AGENT SYSTEMFiltering raw logs into signal.
The right window, assembled.
Open weights, domain-tuned.
Persistence beyond one run.
Precise tools, not raw access.
Signal, not noise
Raw logs are mostly noise. The observation layer watches your systems and filters their output down to what matters — errors, anomalies, state changes — before anything reaches the model.
- Filters raw logs and events
- Surfaces anomalies and state changes
- Keeps noise out of the context
The right window, assembled
Every call gets a purpose-built context window: the task, the relevant signal, the documents and history it needs — and nothing it doesn't. Sharper context means sharper reasoning.
- Assembled per task
- Relevant documents and history only
- Stale and irrelevant data left out
Open weights, domain-tuned
At the core sits an open-weights model, fine-tuned on your domain so it reasons in your terminology, formats and rules — not a generic one.
- Open-weights foundation
- Domain-specific fine-tuning
- Reasons in your language
Persistence beyond one run
What the system learns doesn't vanish when a run ends. Decisions and outcomes are written to memory and recalled next time, so each run builds on the last.
- Written after every run
- Recalled when relevant
- Continuity across sessions
Precise tools, not raw access
The harness acts through a small set of well-defined tools — each with clear inputs, outputs and permissions — instead of raw access to your systems.
- Scoped, well-defined tools
- Explicit permissions
- Deliberate, traceable actions