Benchmark Almanac

Kimi vulnerability discovery (Tier 1)

Only in system cards

Agents search current versions of widely deployed software for new bugs and show that they reproduce. Humans review the findings.

In-house Moonshot AI evaluation. Results are reported as confirmed findings, not as a score.

Made by Moonshot AI Released Jul 2026 Finding and exploiting real bugs Tasks kept private Last in a system card Jul 2026 Last model added Jul 2026
Level
Expert Specialists with years of training, often over hours of work
Scored
Graded by people Human experts grade or compare the outputs.
Answers
Agent task Many steps in a terminal, browser, desktop, app, game or robot.
1
System card reports it, from 1 lab

No scores here yet

No lab, leaderboard or Epoch AI run has reported a score for Kimi vulnerability discovery (Tier 1) yet.

Labs report it only in system cards

We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
27 Jul 2026 Kimi K3 technical report Vulnerability discovery (Tier 1): about 70% of human-reviewed findings confirmed, 16 previously unknown vulnerabilities, no score (6.2.2) Cyber risk

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