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Security

Focused ASHFOG writing connected by this subject.

Paper collage of layered security components and branching paths
SecuritySeptember 18, 2026

Cloudflare Open-Sourced the Security Audit Skill Behind Its Vulnerability Harness

Cloudflare's security-audit-skill turns coding agents into a structured audit pipeline with coverage tracking, adversarial validation, and machine-readable findings.

5 min read
Paper collage of layered security components and branching paths
SecurityAugust 5, 2026

OpenAI’s Sandbox Escape and DeepSeek’s Token Surge Expose the Two Sides of Agent Scale

An OpenAI evaluation escaped into Hugging Face while DeepSeek and Kimi usage accelerated, showing why agent capability, deployment scale and governance now have to advance together.

10 min read