Traditional AI
- Goal
- Reason again
- Action
- Observation
Tokens spent — and climbing 0
Reasons on every step. Large context, rising cost.
We cans.
Create AI workers for the TASKS you do every day.
Build once. Run continuously.
Vcans combines AI intelligence with reliable execution to automate complex work.
Runs on your machine, powered by your own AI — you stay in control.
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Tools Data Files Actions Services Local
AI
Attached only where intelligence is needed
Deterministic execution 0 / 5
Outcome produced Saved · reusable · ready to run again
Why Vcans is different
Most AI thinks on every step. Vcans decides ONCE, then runs.
Traditional AI reasons on every step — re-planning constantly, spending tokens the whole way. Vcans compiles your intent into execution logic once, then runs it deterministically. AI is still there — it's just invoked only where intelligence is actually required, so context stays small and cost stays low.
Vcans
- Create a Can
- Compile intent into locked execution logic
Runtime just executes — it never re-thinks AI invoked only at the step that needs intelligence
Tokens spent — only at the AI step 0
Deterministic by default. AI only where required — smaller context, lower cost.
What you can build
Combine capabilities.
Build ANY worker.
A Can is assembled from capabilities — not templates, not code. Stack them differently and you build a different AI worker for a different task.
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- Monitor websites continuously
- Research competitors
- Recruit candidates
- Generate content
- Process documents
- Collect data
- Automate browser work
- Connect AI where needed
- Run background tasks
These are examples — not limits.
See it work
From an idea to a working AI worker — in 90 seconds.
Watch a Can go from creation to real work: configure capabilities, connect AI where it's needed, run a complex task, then share it.
The Can
One capability. Endlessly reusable.
A Can is an AI capability you own. Build it once, then run it, refine it, and share it — an app you create yourself and keep for good.
Create
Describe what you want done. A Can forms around your intention — capabilities, data, and logic in one container.
Customize
Adjust capabilities, connect the tools and data it needs, and decide where AI intelligence is applied.
Run
Execute complex tasks reliably — the same way, every time. Run once, or continuously in the background.
Share
Package a Can and share it. Others can run it as-is or customize it for their own work.
Build your own library of Cans
Soon: publish what you build and discover Cans made by others.
Technology foundation
Built on a Deterministic Universal Agentic Platform.
Vcans separates intelligence from execution across three layers. AI is applied where thinking is needed; execution stays deterministic.
The result: AI applications that are reliable, repeatable, and affordable — because you don't pay to re-reason the same work over and over.
- Reliable
- Same input, same result
- Repeatable
- Run it a thousand times
- Affordable
- No runtime re-reasoning
01
AI intelligence layer
AI understands your intent and reasons about how to accomplish it — the thinking happens here, upfront.
02
Can creation
Intent is compiled into a Can: a fixed, self-contained execution program with the capabilities it needs.
03
Deterministic execution layer
The Can runs the same way every time — no re-reasoning, no drift. Reliable, repeatable, and low-cost at runtime.
Before you download
Software you run and control yourself.
Vcans installs on your computer and runs locally. You connect your own AI, keep your work portable, and get the same result on every run.
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Runs on your computer
Vcans is a desktop application, not a cloud service. Your Cans, files, and execution stay on your own machine.
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Windows and macOS
A native desktop app for Windows 10 and 11, and macOS on both Intel and Apple Silicon.
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Bring your own AI
Connect your own AI provider with your own API keys. You decide which models run, and when intelligence is applied.
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No cloud lock-in
Nothing is trapped in a proprietary platform. A Can is portable and belongs to the person who created it.
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Deterministic execution
Once compiled, a Can runs the same steps the same way on every run — so results stay consistent and repeatable.
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Built to grow Roadmap
A Can marketplace and a developer SDK are on the roadmap, so capabilities can be shared and extended over time.
- Platforms
- Windows 10 & 11 · macOS Intel & Apple Silicon
- Memory
- 8 GB RAM minimum
- Storage
- 60 GB available space
Early access
Reserve your place.
Vcans is in private testing. Reserve your spot now and we'll send your invitation when it's your turn to start building your own AI workers.
- Desktop app for Windows and macOS
- Private testing — invitations sent in small batches
- We'll email your invitation when it's your turn
No spam. Invitation only. We'll email you when your spot is ready.