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Part 8: Enterprise Features

Shannon Core Value: Budget Control, Policy Governance, Secure Sandbox, Multi-Tenancy

Chapter List

ChapterTitleCore Question
23Token Budget ControlHow to prevent Agent costs from spiraling out of control?
24Policy GovernanceHow to implement fine-grained permission control?
25Secure ExecutionHow to isolate untrusted code execution?
26Multi-Tenant DesignHow to support multi-customer isolation?

Learning Objectives

After completing this Part, you will be able to:

  • Implement three-level Token budget control
  • Use OPA to implement policy governance
  • Understand the WASI sandbox security model
  • Design multi-tenant isolation architecture

Shannon Code Guide

Shannon/
├── docs/token-budget-tracking.md       # Budget tracking
├── docs/python-code-execution.md       # WASI sandbox
├── go/orchestrator/                    # OPA integration
└── rust/agent-core/                    # Sandbox execution

Core Value

FeatureOther FrameworksShannon
Hard budget controlManual checksAutomatic degradation
OPA policiesNoneFine-grained governance
WASI sandboxNo isolationComplete isolation
Multi-tenancySingle tenantNative support

Prerequisites

  • Parts 1-7 completed
  • Security fundamentals (isolation, permissions)
  • WebAssembly concepts
Cite this article
Zhang, W. (2026). Part 8: Enterprise Features. In AI Agent Architecture: From Single Agent to Enterprise Multi-Agent Systems. https://waylandz.com/ai-agent-book-en/part8-overview
@incollection{zhang2026aiagent_en_part8_overview,
  author = {Zhang, Wayland},
  title = {Part 8: Enterprise Features},
  booktitle = {AI Agent Architecture: From Single Agent to Enterprise Multi-Agent Systems},
  year = {2026},
  url = {https://waylandz.com/ai-agent-book-en/part8-overview}
}