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Why AI-SPM Alone is Not Enough to Secure AI Workloads

ID: 3c879218-8868-5a58-945b-a6f5726d0f24

STIX ID: report--3c879218-8868-5a58-945b-a6f5726d0f24

Feed Name: Aqua Security Blog

Date Published: 2025-09-16

Date Updated: 2026-04-26

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Aqua presents a position paper arguing that AI-SPM provides necessary visibility but is insufficient on its own, and that combining posture management with proactive runtime protection is essential to mitigate runtime AI threats (e.g., prompt injection, model inversion, data leakage). The document outlines Aqua Secure AI capabilities — accurate code scanning, customizable guardrails mapped to OWASP LLM threats, proactive runtime defenses without code changes, and organization-wide visibility — and invites readers to join an early access program.

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