Tracks/Track 13 — AI Agent & Automation Economics/13-4
Track 13 — AI Agent & Automation Economics

13-4: Shadow Agents & Security Governance

Calculate the financial liability of rogue agents executing non-deterministic actions.

1 Lessons~45 min

🎯 What You'll Learn

  • Quantify Shadow Agent vectors
  • Design Human-in-the-Loop circuit breakers
  • Model blast radius of unauthorized execution
Free Preview — Lesson 1
1

The Blast Radius of Write-Access

A Chatbot can only hallucinate text. An Agent with Write-Access can hallucinate actions. If an agent has access to your Stripe API, a hallucinated loop could issue thousands of unauthorized refunds automatically.

As non-technical teams adopt no-code agent builders (like Zapier Central or GPTs), "Shadow Agents" emerge across the organization, wielding API keys with zero governance or security review.

The economic liability of an unmonitored agent deleting a production database or violating GDPR is catastrophic. Standard IT governance must be refactored to handle autonomous synthetic employees.

Write-Access Surface Area

The number of APIs that an agent is authorized to mutate (POST/DELETE).

Target: Zero without approval
HITL Circuit Breaker

Human-in-the-Loop gating for high-risk actions.

Mandatory for financial/destructive tools
📝 Exercise

Conduct a Shadow Agent audit.

Execution Checklist

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Telemetry Stream
Inference Architecture
01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
04strategy: 'COST_EFFICIENT_SLM',
05fallback: 'FRONTIER_MODEL'
06});
07
08await router.guardrail(payload);
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Module Syllabus

Lesson 1: The Blast Radius of Write-Access

A Chatbot can only hallucinate text. An Agent with Write-Access can hallucinate actions. If an agent has access to your Stripe API, a hallucinated loop could issue thousands of unauthorized refunds automatically.As non-technical teams adopt no-code agent builders (like Zapier Central or GPTs), "Shadow Agents" emerge across the organization, wielding API keys with zero governance or security review.The economic liability of an unmonitored agent deleting a production database or violating GDPR is catastrophic. Standard IT governance must be refactored to handle autonomous synthetic employees.

15 MIN
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