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Use case · Secure AI agent adoption

Say yes to AI agents without opening new attack paths.

Optimus Labs lets your teams adopt the agents they want while security keeps visibility and control: every asset discovered, its posture inspected, and its behavior watched from day one.

  • Approve adoption without losing visibility
  • Catch over-permissioned assets before they run
  • Enforce policy without blocking productivity
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Published · Updated

How can we let teams adopt AI agents safely?

It depends on how much risk the agents carry. For a chat assistant with no access to company systems, vendor review and acceptable-use guidance may be enough. When agents can read sensitive data, process untrusted content, and take actions, Optimus Labs fits: it discovers each asset as it lands, inspects its permissions and configuration against the OWASP Top 10 for Agentic Applications, and keeps watching its behavior after approval. For model-level safety testing, dedicated AI red-teaming tools are a better match.

Optimus Labs
Illustrative
GitHub Copilot
Auto-approve all tools

New coding agent install, posture check runs · Owner: Platform team

Evaluating
Policy · Agent posture baseline
ScopeEnterpriseConditionAgent can approve its own tool callsResponseMark unapproved, push fix, notify
How it was detected
Findingauto-approve enabled (Critical)Findingagent can edit its settingsStandardOWASP Agentic Top 10
UnapprovedAlert sent to admin and owner

Avoided: a prompt injection switching off approvals and running commands on the laptop.

Illustrative scenarios. Findings show the kind of posture issues checked, not customer data.

The risk

Adoption moves faster than review

The pressure to adopt AI agents is real, and so is the risk of saying yes without looking. These are the gaps that open when adoption outruns security.

Permission creep at onboarding

An agent's setup flow asks for far more access than its job needs, and one click grants it.

Technical risk

The agent holds read, write, and delete rights across accounts, files, and messages.

Business impact

A single employee's approval becomes an enterprise-wide exposure.

Terms that claim your data

An agent's terms of service grant the vendor rights over everything it sees.

Technical risk

Prompts, documents, and screen captures may be licensed for training, irrevocably.

Business impact

Company data becomes vendor training material with no practical way to reclaim it.

The Lethal Trifecta

An agent combines sensitive data access, exposure to untrusted content, and the ability to act.

Technical risk

One poisoned email or web page can steer the agent into moving data out.

Business impact

A helpful tool becomes an exfiltration path without anyone intending it.

Review once, run forever

An approved agent updates and gains new capabilities nobody reassessed.

Technical risk

The running version no longer matches the reviewed version.

Business impact

Approvals quietly stop meaning anything.

In practice

Evidence from the wild

One example comes from Optimus Labs · Civilizations research, one from public reporting. Each pairs technical risk with business impact and links to its source. Neither is customer telemetry.

From Optimus Labs · Civilizations

Permission review

A personal agent's onboarding asks for the keys to everything

A review of a personal agent's day-one authorization screens found requests for full read, write, and delete control across email, calendar, files, and contacts, plus messages, screen, microphone, location, and a stored payment card. Its terms grant a perpetual, transferable license to train on prompts, documents, and device-usage data including screen captures and keystrokes.

  1. 01Friendly onboarding
  2. 02Broad grants
  3. 03Full account control

Technical risk

The agent holds all three legs of the Lethal Trifecta at once: sensitive data, untrusted content, and the ability to act.

Business risk

One poisoned email or invite is enough to move company data out through an agent an employee connected in minutes.

What to review

  • The scopes each agent requests at onboarding, before anyone clicks allow
  • Whether terms of service claim rights over company data
  • Which agents hold all three legs of the Lethal Trifecta

From public reporting

Real incident

A coding agent could be tricked into approving itself

CVE-2025-53773 showed that GitHub Copilot agent mode in VS Code could be steered by a prompt injection into editing the project's settings file to auto-approve every tool call, turning off confirmations and allowing shell commands on the developer's machine. Microsoft patched it in August 2025.

  1. 01Injected prompt
  2. 02Settings rewritten
  3. 03Commands auto-approved

Technical risk

An agent that can write its own configuration can remove its own guardrails, and the change persists on disk.

Business risk

A widely approved coding agent became a path to full control of an engineer's laptop and everything it can reach.

What to review

  • Agent settings that disable approvals or enable auto-run
  • Configuration changes made by the agent itself
  • Posture of every coding agent before it is approved

How Optimus Labs helps

From request to safe adoption

  1. 01

    See what is being adopted

    Discovery shows every agent asset as it lands, so adoption requests are never a surprise.

  2. 02

    Inspect before it runs

    Posture management analyzes each asset's permissions and configuration against the OWASP Top 10 for Agentic Applications before approval.

  3. 03

    Watch after approval

    Behavior detection keeps watching after day one, so an update or a new capability never slips past review.

Deploys through your MDM in minutes. macOS and Windows today, Linux coming soon. Prompts and file contents stay on your devices by default. Optimus Labs receives only AI agent asset and behaviour metadata, never PII.

Questions

Will this slow down adoption?
No. Teams keep the agents they want. Security gets visibility and policy control in the background, with observe-only mode available before any blocking.
What does a posture review cover?
Permissions, configuration, and behavior expectations for each asset, aligned with the OWASP Top 10 for Agentic Applications.
Can we approve an asset for one team but not another?
Yes. Policies apply to a single user, a group, or the whole enterprise.
What about agents employees already installed?
Discovery finds them on day one and maps each to its owner, so you start from a complete picture rather than a clean slate.

See it on your own agent assets

Now in early access with design partners. Book a demo to join.

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Backed by

Benhamou Global Ventures
Arka
Executive Venture Fund
a16z Scout Fund
Scout

Ecosystem

NVIDIA Inception ProgramAWS ActivateOpen Secure AI Alliance general memberThe Linux Foundation Silver MemberCarnegie Mellon University