🛡️ Prompt injection is permanent risk — manage it, don't fix it

PM Prompt Injection Defense
(2026 Edition)

4 attack types and 5 defense layers.

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4 Attack Types

1.

Direct injection — user types adversarial prompt

2.

Indirect injection — adversarial content in docs the agent reads

3.

Exfiltration — trick agent into leaking secrets

4.

Tool abuse — convince agent to call dangerous tools

5 Defenses

1.

System prompt isolation — separate trusted from untrusted input

2.

Input classifiers — flag adversarial patterns

3.

Output filtering — block sensitive data leakage

4.

Tool-call whitelisting — explicit allow lists

5.

Human approval for high-impact actions

FAQ

Can prompt injection be fully solved?

No — like SQL injection, it's an architectural challenge that requires defense in depth. Mitigations reduce risk; they don't eliminate it. PMs designing AI products should treat prompt injection as a permanent risk to manage, not a bug to fix.

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