Benchmark Almanac

Kimi exploit development suite

Kimi K3 38.9%
Only in system cards

Agents turn real CVEs into working exploits in 16 user-space tasks and 20 Linux kernel privilege-escalation tasks. Experts verified every task solvable.

In-house Moonshot AI evaluation of 36 tasks. The tasks are not public.

Made by
Moonshot AI
Released
July 2026
Kind
Finding and exploiting real bugs
Level
Expert
Scored
Checked automatically
Answers
Agent task
Tasks
Kept private
Strongest model tested
Kimi K3 #24 on the capability index
Last in a system card
July 2026
Last model added
July 2026
1
Model scored in lab cards
1
System card reports it, from 1 lab

Kimi K3 leads with 38.9%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Kimi K3 38.9%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Kimi K3 38.9% Jul 2026 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% Near the ceiling (85%) Kimi K3 0% 20% 40% 60% 80% 100% Near the ceiling (85%) Kimi K3

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 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
Jul 27, 2026 Kimi K3 technical report 38.9 In-house exploit development suite (Tier 2), 14 of 36 tasks solved, 10 of them user-space (6.2.2) Cyber risk

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