# The Vicaro Harness | Vicaro

> Long-term memory, subagents, smart model routing, self-improvement, integrations, and governance: the Vicaro Harness around every model.

Canonical: https://vicaro.com/platform/harness

# Same models. Finished work.

The engine we built around the model.

[Apply for access](https://vicaro.com/apply) · [Book a demo](https://vicaro.com/contact-sales)

The Vicaro Harness combines Long-term memory, Subagents, Smart model routing, Self-improvement, Integrations, Governance to turn any model into finished work.

## Built for work that takes more than one step.

-   ### Long-term memory

    Keeps context across conversations, weeks, and months, so each task builds on what came before.

-   ### Subagents

    Delegates parts of a larger task to subagents, works in parallel, and brings the results together.

-   ### Smart model routing

    Matches the model and reasoning effort to each step, with failover between providers.

-   ### Self-improvement

    Learns from feedback and past work to improve how it handles the next task.

-   ### Integrations

    Works in your connected apps and services, with native integrations, APIs, and MCP.

-   ### Governance

    Applies your policies to every action, requests approval when needed, and records what happened.


## Bring any model. Keep the advantage.

Models improve for everyone. The harness is your edge.

-   ### Your keys

    Bring your own provider keys, or use ours.

-   ### Your providers

    Pick a provider per role.

-   ### Your rules

    Whichever model runs, the same policies apply.


## What would you hand over first?

Start with one role and one real task.

[Apply for access](https://vicaro.com/apply) · [Book a demo](https://vicaro.com/contact-sales)