b3 Agent Security D

AI benchmark · Agentic

Built by
Lakera AI
Domains
Agentic
Tier
D why
Snapshot

Open benchmark ↗huggingface.co/datasets/Lakera/b3-agent-security-benchmark-w…

What is b3 Agent Security?

b3 (backbone breaker benchmark) measures how well backbone LLMs inside AI agents resist crowdsourced adversarial attacks such as prompt exfiltration, phishing link insertion and tool-call poisoning.

  • Security mostly

    “we apply this framework to construct the b3 benchmark, a security benchmark based on 194,331 unique crowdsourced adversarial attacks.”
    arxiv.org/pdf/2510.22620 ↗

Who built b3 Agent Security

Led by Lakera AI.

    Paper: arxiv.org/pdf/2510.22620 ↗

    Tier D

    D

    Long tail: little or no usage data yet.

    How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

    • no usage data
    • in curated RL directories (1 pt)
    How we got to tier D
    1. Adoption: no usage data. Tier D.
    2. Not yet read on X.
    3. In curated RL directories: 1 point, a floor of none.
    4. Confirmed: a line from its own site or paper places it.

    A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

    Where b3 Agent Security sits

    Its domain on the map, live. Hover a logo for its name; click to open it. Open it on the full map

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    Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-30 snapshot.