🧰 dfs-large1

The items that name it 5

• From JavaScript to Renderer Code Execution: Three V8 Vulnerabilities and Two v8CTF Flags | depthfirst
  writeupas tools2026-10-20

  Used by the researchers to uncover the three V8 vulnerabilities described in the page

• Containers Are No Longer a Security Boundary (CVE-2026-80521)
  writeupas tools2026-09-22

  In-house AI model trained by the author for vulnerability detection, used with a harness to discover CVE-2026-80521

• Introducing dfbench v1: A cybersecurity benchmark for frontier models and agentic systems | depthfirst
  articleas affected products2026-08-19It is written here as dfs-large1 (depthfirst; evaluated on the detection subset of dfbench).

  depthfirst; evaluated on the detection subset of dfbench

• Introducing dfs-large1: A New Frontier for Cybersecurity | depthfirst
  articleas tools2026-07-30

  depthfirst's most capable model, in preview in the depthfirst platform, for vulnerability discovery and validation across large enterprise repositories. Built on GLM 5.2 and post-trained with RL in the depthfirst security agent harness, in partnership with Fireworks AI.

• dfbench — depthfirst
  articleas tools

  Model evaluated on dfbench; at $6.77 per task it reached 62.2% overall detection recall, and in differential analysis $1.34 per task with 75.6% macro recall (listed first in the page's tables).