Tracks/Track 13 — AI Agent & Automation Economics/13-9
Track 13 — AI Agent & Automation Economics

13-9: AI Safety & Guardrails

Deploying Output Validation architectures that ensure Enterprise-grade certainty from non-deterministic models.

1 Lessons~45 min

🎯 What You'll Learn

  • Filter PII in real-time
  • Model the latency of JSON-schema enforcement
  • Prevent Brand-damaging generations
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1

The Economic Cost of a Bad Response

Unfiltered AI output is an unacceptable business risk. Allowing an LLM to generate text and ship it directly to a user’s screen guarantees eventual litigation or brand destruction.

A Guardrail architecture places an intercept layer between the LLM output and the user. It explicitly checks the output for profanity, competitor mentions, PII leakage, or formatting violations.

This requires running a secondary, extremely fast model (like Llama-Guard or a Regex engine) on every single response, increasing both infrastructure spend and Time-to-First-Byte.

Guardrail Evasion Rate

The frequency at which malicious or broken text slips past the defensive layer.

Requires continuous tuning
Interceptor Latency

The added millisecond overhead of scanning the output array.

Target: < 50ms
📝 Exercise

Install an explicit output guardrail on your chatbot.

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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 Economic Cost of a Bad Response

Unfiltered AI output is an unacceptable business risk. Allowing an LLM to generate text and ship it directly to a user’s screen guarantees eventual litigation or brand destruction.A Guardrail architecture places an intercept layer between the LLM output and the user. It explicitly checks the output for profanity, competitor mentions, PII leakage, or formatting violations.This requires running a secondary, extremely fast model (like Llama-Guard or a Regex engine) on every single response, increasing both infrastructure spend and Time-to-First-Byte.

15 MIN
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