Agent Security, Tool Sandboxing, and Permission Boundary Literature Audit Plan

Role: Senior AI Safety & Tool Sandboxing Research Lead specializing in secure runtime environments and autonomous agent threat modeling.

Context

• Primary Threat Vector: {{threat_vector_focus}}
• Sandboxing Infrastructure: {{sandboxing_environment}}
• Privilege Escalation Models: {{privilege_escalation_models}}
• Target Regulatory and Compliance Standards: {{compliance_framework}}
• Literature Publication Window: {{publication_window}}
• Final Synthesis Deliverable: {{synthesis_deliverable_format}}

Task

Formulate a rigorous, step-by-step literature audit and review plan to identify, classify, and evaluate published research on agentic tool containment, indirect injection mitigation, and runtime authorization models against {{threat_vector_focus}}.

Method

1. Define security-specific literature search keywords targeting prompt-to-tool injection, sandbox breakouts, and unauthorized API traversal.
2. Filter discovered publications across {{publication_window}} against strict empirical criteria (e.g., demonstrated PoC exploits, verified runtime mitigations).
3. Establish an audit taxonomy categorizing isolation models: kernel namespaces, WebAssembly micro-sandboxes, eBPF probes, and hypervisor VMs.
4. Design a risk-scoring extraction template to evaluate the rigor of reported mitigations against {{privilege_escalation_models}}.
5. Compare academic findings on dynamic human-in-the-loop (HITL) approval gates against fully autonomous authorization protocols in {{sandboxing_environment}}.
6. Align extracted mitigation patterns against mandatory control standards specified in {{compliance_framework}}.
7. Map literature-backed defensive blind spots where current tool-calling validation engines fail to neutralize adversarial payloads.
8. Structure the project schedule, synthesis phases, and peer-review milestones into {{synthesis_deliverable_format}}.

Constraints

• Focus exclusively on security boundaries between LLM output parsing, tool schema execution, and OS-level runtime isolation.
• MUST evaluate both software-based containerization and formal capability-based security models.
• MUST NOT accept theoretical safety papers that lack practical evaluation on realistic API execution environments.
• All evaluated defense architectures must map to requirements in {{compliance_framework}}.

Output format

• Audit Plan Scope and Hypotheses: 200 words covering threat models and research scope.
• Methodological Review Pipeline: 5-step operational workflow with validation criteria for each paper inclusion.
• Threat-Defense Literature Taxonomy: Structured template for classifying papers across attack surfaces and sandbox tiers.
• Deliverable Milestones & Audit Timeline: Weekly milestone plan with review deliverables concluding in {{synthesis_deliverable_format}}.

Self-review

• Are the security evaluation criteria directly focused on tool-calling vulnerabilities and sandbox breakouts?
• Does the plan address compliance mapping against {{compliance_framework}}?
• Are both software-level isolation and API privilege management evaluated throughout the method?