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ILION: Fast Safety Gates for AI Agents

ILION: Fast Safety Gates for AI Agents
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📄Read original on ArXiv AI
#agent-safety#pre-execution#deterministic-aiilionilionlakera-guardopenai-moderation-apillama-guardilion-bench

💡Zero-shot agent safety gate: beats baselines 4.3 F1, 2000x faster at 143μs.

⚡ 30-Second TL;DR

What Changed

Zero labeled data, sub-ms latency (143μs)

Why It Matters

ILION fills a gap in action-safety for autonomous agents, enabling reliable deployment beyond text moderation. Its speed and low false positives suit production environments.

What To Do Next

Benchmark ILION against your agent safety tools using ILION-Bench v2 scenarios.

Who should care:Researchers & Academics

Key Points

  • Zero labeled data, sub-ms latency (143μs)
  • Five components: TII, SVRF, IDC, IRS, CVL
  • F1=0.8515 on 380-scenario ILION-Bench v2
  • Outperforms Lakera Guard (F1=0.8087) by 4.3 points, 2000x faster
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