Build the agent. Arrive at review with the answers. Hand production to the stack's own operators.
You build the agents. What slows you down isn't the model — it's everything around it: identity, secrets, deploy, observability, and, in a regulated shop, the security review waiting at the end. Visca supplies the surround as one stack: your agent inherits identity, scoped credentials, an in-perimeter runtime, and an audit trail by construction, so it arrives at review with the answers instead of a remediation list. And the stack's own operators run it after you ship, so production doesn't become your second job.
Why the data can't leave
A working agent in a notebook is 20% of the work. The other 80% — identity, secrets, deploy, monitoring — is a different stack you didn't sign up to build.
You build for months; then the review asks who is this agent, what can it touch, where is the record — and the framework you chose has no answers. Remediation eats the launch.
Once it ships, the model server, the secrets, and the pipeline need patching, rotation, and incident response — and in most teams that lands on the people who built the agent.
One stack, not a stitched one
Identity isn't an integration you bolt on before launch. Everything you build acts as a named principal from its first run — the review's first question is answered before you start.
The agent requests scoped, time-bound credentials per action. Nothing standing to leak from a notebook, a config, or a CI log.
Budgets, fallback, and durable execution are handled by the runtime instead of your application code — and prompts, context, and outputs never leave the perimeter.
Every run is recorded against the agent's identity and queryable. Debugging and the security review read the same trail.
The stack's own operators deploy, upgrade, patch, rotate credentials, and answer incidents. Your job narrows to three things: declare intent, sign approvals, hold the kill-switch.
What you get
In practice
A team builds a document agent. From its first run it acts as a named principal with scoped, time-bound credentials, and every run lands on the record. When it's ready to ship, the review takes one query, not a quarter: who it is, what it touched, where the record lives. After launch, the resident operators carry the deploys and patches — and the team's job narrows to intent, approvals, and the kill-switch.
The Autonomy Stack for regulated industries
Identity, credentials, runtime, and audit — shipped as part of your product, run inside your customer's walls, operated by agents under the same ledger as everything else. Nothing leaves the perimeter. Nothing is off the record.