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Security Insights

Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

Build vs buy agentic pentesting: building got cheap, owning what you built did not

Penetration TestingOffensive Security

Build vs Buy Agentic Pentesting and What the DIY Path Costs

Everyone can build a working pentest agent in a weekend. Owning it for two years is the hard part: the four costs nobody adds up, and the seven requirements a demo never has to meet.

Aug 31, 202619 min

Penetration TestingOffensive Security

How to Achieve Cheaper, Faster and Accurate Pentests

Cheaper, faster and accurate pentests were never a real tradeoff. Context removes it: one graph of assets, code and cloud that every engagement reads from and writes back to.

Aug 21, 202623 min

Agentic pentesting POC playbook: ten working days, four test blocks, and a 19-criterion scorecard

Penetration TestingOffensive Security

How to run an agentic pentesting POC

A 10-day testing playbook to evaluate agentic pentesting vendors: what to test each day, the red flags to watch for, and a scorecard that works with any vendor.

Aug 11, 202634 min

engineeringOffensive Security

Tooling as Code and Structured Scratchpads

The two changes that moved our AI security agents furthest this year had nothing to do with the model. Here is how tooling as code and structured scratchpads reshaped how the agents act, and how they prove a finding is real.

Aug 3, 202615 min

AI SecurityPenetration Testing

What to Evaluate Before You Let an AI Agent Exploit Your Systems

An AI agent that can exploit your systems does an attacker's work. Here are the seven governance checks to clear before you authorize agentic pentesting in production.

Jul 24, 202615 min

AI SecurityPenetration Testing

Human-in-the-loop security: why AI findings need human validation

An AI pentester can hand you a critical finding in minutes. The only question that matters is whether you believe it. Here is why human validation turns a claim into proof.

Jul 24, 202611 min

Penetration TestingOffensive Security

Strobes Agentic Pentesting: A pen-tester experience and point of view

Eleven validated Critical and High findings from Strobes AI's autonomous pentesting agents, each with the agent's reasoning, the request sent, and the response that proved it.

Jul 12, 202671 min

Top 10 open source agentic pentesting tools, ranked by what they actually do

Penetration TestingOffensive Security

10 Best Open Source Agentic Pentesting Tools in 2026

Compare the 10 best open source agentic pentesting tools for self-hosted workflows, from PentAGI and PentestGPT to CAI, Strix, and VulnBot.

Jul 8, 202625 min

Penetration TestingOffensive Security

Vulnerability Chaining: How Agentic Pentesting Proves Attack Paths

Three low-severity findings can chain into one critical breach. See why CVSS misses chained risk and how agentic pentesting proves or rejects each attack path.

Jul 8, 202618 min

Penetration TestingOffensive Security

How Agentic Pentesting Separates Test Failures From Real Security Findings

Agentic pentesting reliability on unstable apps: a six-state failure taxonomy, safe retry rules, and what a trustworthy pentest report must disclose.

Jul 8, 202618 min

Penetration TestingOffensive Security

What Counts as Valid Proof in an Agentic Pentest?

Valid proof in an agentic pentest is reproducible, in-scope, and attributable evidence of exploitability. What counts, what doesn't, and how to prove it.

Jul 8, 202618 min

Bug bounty vs pentesting vs AI pentesting comparison featured image

Penetration TestingApplication Security

Bug Bounty vs. Pentesting vs. AI Pentesting: Which Model Fits Your AppSec Program?

Bug bounty vs pentesting vs AI pentesting: compare costs, coverage, compliance, and when to use each model. Build a layered AppSec testing strategy.

Jun 4, 202621 min