Robustly Evaluating Cyber Capabilities C

Name: Robustly Evaluating Cyber Capabilities
Creator: Proximal
Keywords: Coding,Long-Horizon,Private Codebases

AI benchmark · Coding

Publisher: Proximal
Domains: Coding Long-Horizon Private Codebases
On X: @proximalhq ↗
Tier: C why
Snapshot: October 11, 2026

Open benchmark ↗proximal.ai/blog/cybergym-cyberrl/

Full listing name: Robustly Evaluating Cyber Capabilities: CyberGym audit and CyberGym-Verified (2026-09-30). https://www.proximal.ai/blog/cybergym-cyberrl/

Latest from Proximal on X

@proximalhq ↗

At Proximal, we believe that building our own research infrastructure is crucial to design the highest-quality training data Today, we are sharing more information about our internal post-training stack
— proximalhq (@proximalhq) Oct 8, 2026
We have added Claude Haiku 5.5 and Sonnet 5.5 to the FrontierSWE leaderboard. Both models are extremely capable despite being smaller than Anthropic's flagship models Opus and Fable - Haiku outperforms GPT-5.6 Sol, GLM-5.3 and other strong models!
— proximalhq (@proximalhq) Oct 7, 2026
Many cybersecurity evals use differential execution to test whether agents can reproduce known software vulnerabilities Without added constraints, this creates fairness issues: Our evaluation shows that CyberGym is effectively saturated on a verified task subset
— proximalhq (@proximalhq) Oct 1, 2026

Tier C

Niche: a handful of models scored, or built by an RL vendor.

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.

built by Proximal
in curated RL directories (2 pts)

How we got to tier C

Adoption: built by Proximal. Tier C.
Not yet read on X.
In curated RL directories: 2 points, a floor of C.
Not yet confirmed by a line from its own site or paper.

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

Not on the map yet: no line from its own site or paper places it in a domain.

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Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.