AI Securityagentsandboxing

Agent Sandboxing

Code execution gets limited files, network, CPU, memory and scoped credentials; the sandbox must constrain the capability, not just the process tree.

▶ Run the labFollow the failure

Frame the problem

Security starts with a concrete asset, attacker capability and trust crossing.

Asset
Host, repositories, secrets, internal services and compute budget.
Attacker & capability
Malicious instructions or generated code executed by the agent.
Trust boundary
Agent-generated workload → host and infrastructure
AssetThreatAttack SurfaceTrust BoundaryVulnerabilityExploit PathImpactMitigationDefense in DepthResidual Risk

Why the system fails

The sandbox can read the workspace, call arbitrary networks or inherit a broad token, so process isolation does not constrain real authority.

The important question is not “what is Agent Sandboxing?” but “which assumption let untrusted data or an over-scoped identity cross agent-generated workload → host and infrastructure?” Trace the decision at the boundary, then constrain what can happen after the first control fails.

Design the control in layers

Start with the control closest to the interpretation or privilege boundary: Use ephemeral isolation with default-deny files and network Then add a control that reduces blast radius and telemetry that proves the decision was enforced.

The resulting design is not labelled secure. Record the identified controls, the known failure paths, the remaining exposure, and the evidence you would need during an incident.

PreventDetectRecover
Use ephemeral isolation with default-deny files and network · Mount only explicit inputs and outputs · Provide task-scoped short-lived credentials and hard resource limitsSandbox policy violations and unexpected egress/resource useContain the affected identity or component, scope impact from audit evidence, and preserve a regression test.

Key points

  • Asset: Host, repositories, secrets, internal services and compute budget.
  • Boundary: Agent-generated workload → host and infrastructure
  • Primary control: Use ephemeral isolation with default-deny files and network
  • Detection signal: Sandbox policy violations and unexpected egress/resource use
  • Always ask what limits damage when the primary control fails.

Boundary control exercise

This lesson uses the shared boundary-control exercise.

Boundary control check
Untrusted input / identity
Trust boundary
Privileged asset
Prevention may fail silently.

Follow the attack

Safe conceptual simulation: capability → missing control → crossed boundary → asset impact.

  1. 1
    Attacker starts with: Malicious instructions or generated code executed by the agent.
  2. 2
    The sandbox can read the workspace, call arbitrary networks or inherit a broad token, so process isolation does not constrain real authority.
  3. 3
    The weak or missing boundary control is crossed: Agent-generated workload → host and infrastructure
  4. 4
    Impact: Secret leakage, destructive changes, lateral movement or cost abuse.
Blast radius
  • Secret leakage, destructive changes, lateral movement or cost abuse.

Defend, detect, recover

One prevention is a single point of security failure. Layer it and make failure observable.

Prevent
  • • Use ephemeral isolation with default-deny files and network
  • • Mount only explicit inputs and outputs
  • • Provide task-scoped short-lived credentials and hard resource limits
Detect
  • • Sandbox policy violations and unexpected egress/resource use
Respond & recover
  • • Contain the affected identity or component.
  • • Scope access from audit evidence.
  • • Fix the boundary and add a regression test.
Residual risk
  • • Misconfiguration and new access paths can bypass the intended control.
  • • A privileged insider or compromised control plane may still reach the asset.

Misconceptions

Claim
“A single use ephemeral isolation with default-deny files and network control makes this safe.”
Reality
One control changes risk; it does not erase it. Design prevention, detection, recovery, and blast-radius limits together.