Story
Build your own vulnerability harness
1 report
1 website
1 discussion
Latest report
Overview
Project Glasswing examines the impact of frontier security models on enterprise codebases and the adaptability of defensive structures against threats from frontier AI. The evolving AI ecosystem poses risks to developers reliant on single models, highlighting the need for robust vulnerability harnesses.
Summary from blog.cloudflare.com.
Reports
One report so far. Additional coverage will appear here when it is linked to this story.
blog.cloudflare.com
Build your own vulnerability harness
Read report →
Community reactions
Each reaction summarizes sampled comments from the linked discussion.
Hacker News · blog.cloudflare.com
Hacker News discussion ↗
Historical count: 5 · 5 saved in sample · Historical sample
Analysis ready
Read this discussion’s reaction
Based on 5 sampled comments from this thread. Analyzed 2026-07-10.
- Praise: The idea of increasing the cost of insecure coding could be a game changer, forcing businesses to prioritize security over profit margins.
- Praise: Creating a custom harness lets you optimize for token costs, which is crucial when scaling vulnerability scanning — efficiency is king!
- Praise: Open sourcing effective tools like VISA's harness is a big win for the community, enabling better security practices with accessible resources.
- Concern: The current token burning process feels like a shakedown, turning what should be a value-add into a costly nightmare for developers.
- Concern: There's a real concern that AI models aren't trained to recognize security implications, leaving developers to fend for themselves.
- Concern: If AI turns coding into a costly endeavor rather than a cheap one, it undermines the entire value proposition of using AI in software development.