™Build it once with AI. Run it forever without it.
Describe an automation once. An AI agent builds it as real, deterministic code that runs thousands of times - fast, predictable, with no model re-reasoning your workflow.
The problem
Automation is brittle - and it never stops costing you.
Reasoning on every run
Agent-style tools put a reasoning model in the loop on every single step. Cost scales forever, behavior drifts, failures hide.
Wired by hand
Classic automation tools need a human to hand-build every node. Complex logic gets painful fast, and it never stops being fragile.
Constant babysitting
An API changes, an input shifts, a step fails - someone has to notice, diagnose and fix it. Automations rot the moment you stop watching.
The solution
One automation = one CodeCell.
A sealed, portable, self-healing unit - like a container, but it thinks and repairs itself.
The Agent
Builds and maintains the code - this is where all the intelligence lives.
The Code
Static, deterministic logic - what actually runs in production, every time, identically.
The Sandbox
Isolated compute and storage - portable, auditable, runs anywhere.
How it works
Build once. Run deterministically. Heal on failure.
Build
Describe the automation in plain language. The agent compiles it into static code and contracts, then seals it into a versioned CodeCell.
Run
Deterministic code executes in its own sandbox - inference only where the task actually needs it, never re-reasoning the whole workflow.
Heal
On failure, the agent proposes a code patch, runs it against the full regression corpus, and ships a new version - that failure never happens again.
Inside a CodeCell
From a sentence to a running, connected system.
Describe it once. Get real code back.
Plain language in
Describe the automation like you're briefing a teammate - no visual wiring, no drag-and-drop nodes.
Real code out
Every CodeCell compiles to readable, versioned code you can inspect, diff and own.
Wired into the tools you already run on.
Bring your stack
WhatsApp, Slack, Gmail and hundreds more connect in a click - no custom integration work.
Brokered, not improvised
Every call runs deterministically as tool("...") on the server side, never re-reasoned mid-run.
The platform
Everything a production automation needs.
Deterministic execution
The same input produces the same output, every time - no drift between runs.
Per-step tracing
Every run is traceable step by step, so you can see exactly what happened and why.
Self-healing
When something breaks, the agent patches the code and validates it before shipping the fix.
Natural-language description
Describe what you want in plain English - no visual wiring, no manual node-building.
API-first triggering
Trigger a CodeCell from anywhere - a webhook, a schedule, or another system in your stack.
Full code inspection
Every CodeCell compiles to real, readable code you can inspect, version and own.
Pricing
Start free. Scale when you need to.
Free
Self-hosted runtime with community support - run the substrate yourself.
Usage-based
Managed runtime with the healing pipeline and team features built in.
Custom
On-premise infrastructure, SSO, audit logging and dedicated support.
Set it. Forget it. Trust it.
Describe the automation you need and see it compile into a CodeCell. We'll help you scope your first one.
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