Aniket Giri

AIP vs prompt guardrails - why we chose cryptography

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Most AI safety tools use prompt-level filters:

- "Don't do anything harmful"

- LLM-as-judge (another model watching the first one)

- Retrieval-based guardrails

The problem: all of these are probabilistic. A clever prompt injection

bypasses them. They work 95% of the time, but 5% failure rate on

financial transactions is a disaster.

AIP takes a different approach: cryptographic enforcement.

- Ed25519 signatures (not prompt parsing)

- Deterministic boundary checks (not "vibes-based safety")

- <1ms latency (not 500ms LLM-as-judge calls)

Curious what approach others are using for agent security?

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