Notes on AI security & cyber resilience
Field guides from the team building CodeSentry and Veritra — autonomous pentesting, continuous compliance, and how modern security teams ship.
- Comparison · AI Pentesting
Best AI Penetration Testing Tools in 2026
CodeSentry, Aikido, Escape.tech, and PentestGPT compared — autonomy, coverage, validation, and where each one fits in a modern AppSec stack.
Jul 13, 2026 · 11 min readRead - Guide · OWASP for LLMs
OWASP Top 10 for LLM Applications
How autonomous agents cover each LLM Top 10 risk — prompt injection, insecure output handling, excessive agency — with executed, validated findings.
Jul 12, 2026 · 12 min readRead - Comparison · Compliance
SOC 2 Automation & Continuous Compliance
Vanta and Drata automated evidence collection. Autonomous compliance closes the loop — agents remediate drift, refresh evidence, and prep you for audit.
Jul 5, 2026 · 13 min readRead - Comparison · PTaaS
AI Pentesting vs PTaaS
Cobalt, HackerOne, and NetSPI wrapped human pentesters in a SaaS portal. Autonomous AI pentesting replaces the human loop — continuous, validated, and priced flat.
Jul 5, 2026 · 12 min readRead - Guide · OWASP
Automating the OWASP Top 10 with AI Pentesting
How autonomous agents map recon and exploitation loops to each OWASP Top 10 category — with a validated proof-of-concept per finding.
Jul 5, 2026 · 11 min readRead - Comparison · AI Pentesting
CodeSentry vs PentestGPT
Autonomous AI pentesting agents vs manual LLM-assisted tools: how chaining recon, exploitation, and validation beats prompt-in-the-loop workflows.
Jul 4, 2026 · 9 min readRead - Comparison · AppSec
AI penetration testing vs traditional pentesting
Speed, cost, coverage, and frequency: how autonomous AI pentesting compares to the classic human-led engagement — and how to pick the right mix.
Jul 3, 2026 · 10 min readRead - Guide · AppSec
What is AI penetration testing?
How autonomous agents chain recon, exploitation, and validation into verified findings — and how it differs from manual pentests, SAST, and DAST.
Jul 3, 2026 · 8 min readRead