FailSafe SWARM is #1 on CVE-Bench

Direct Platform Teardown

FailSafe vs. RunSybil

A comparative analysis between FailSafe SWARM and RunSybil across autonomous agent execution, attack surface coverage, and evidence validation.

Based on primary documentation as of October 2026 • Corrections: [email protected]

Core Shared Principles

  • Autonomous AI Agents: Both platforms move away from rule-based DAST toward adaptive generative agent exploration.
  • Exploitation Verification: Both focus on proving vulnerabilities with working exploit reproductions.

FailSafe Differentiators

  • Enterprise Surface: FailSafe tests web apps, APIs, cloud environments, Active Directory, and native AI/LLM/MCP runtimes.
  • Public Benchmark Evidence: FailSafe publishes #1 CVE-Bench v2.1.0 oracle-graded trajectories under MIT.
  • In-House Cyber Models: FailSafe builds GlassBreak Flash V3 (post-trained with SFT and GRPO).

Questions & answers

Frequently asked questions

Common questions comparing FailSafe SWARM and RunSybil.

Both FailSafe and RunSybil build AI-driven offensive agents designed to automate vulnerability discovery and exploitation for web applications and APIs.

FailSafe provides an enterprise-ready continuous offensive testing platform with in-house cyber-model R&D (GlassBreak Flash V3), #1 standing on CVE-Bench v2.1.0, and auditor-accepted reporting across SOC 2, ISO 27001, PCI-DSS, and MAS TRM.