Blog

Security Insights

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

How we run DeepSeek V4.1 on our own GPUs: an always-on 4x RTX PRO 6000 box with 0-8 Spot boxes added with load
engineeringAI Security

Running DeepSeek V4.1 Flash in production: serving, KV caching and autoscaling on AWS

A technical guide to self-hosting DeepSeek V4.1 Flash for long-context agent workloads: vLLM configuration, a latency model for sizing, tiered and shared KV cache in S3, prefix-aware routing, autoscaling and unit costs.

Nov 6, 202613 min
We Checked 286 Indian Companies. 4 in 5 Are One Bug Away From a Breach
Data BreachesOffensive Security

We Checked 286 Indian Companies. 4 in 5 Are One Bug Away From a Breach

We checked 286 Indian companies without logging in. 67% had exposed API keys or secrets in their JavaScript, and 81% had a serious flaw anyone could reach.

Nov 2, 202614 min
Best AI pentesting platforms for SOC 2 and PCI DSS compliance, seven platforms compared on the proof your auditor will ask for
Penetration TestingAI Security

Best AI pentesting platforms for SOC 2 and PCI DSS compliance

Seven AI pentesting platforms compared on what SOC 2 and PCI DSS v4.0.1 actually ask for: scope, who tests, retests, and proof of what ran and what didn't.

Oct 27, 202618 min
Run pentests from Claude Code with the Strobes MCP servers, shown as an AI assistant validating a finding and confirming a fix
Penetration TestingAI Security

Run pentests from Claude Code with the Strobes MCP servers

Run agentic pentests, validate findings, and re-test fixes from Claude Code or any MCP app with the open-source Strobes MCP servers.

Oct 26, 202619 min
HTTP2Shell CVE-2026-111497: one Brotli decoder bug reaches every HTTP stack. Node.js, Bun, Python and Chromium are patched, while bundled copies in .NET, PHP, Ruby, DuckDB, ClickHouse, Arrow, MuPDF and 7-Zip are still exposed
CVEVulnerability Intelligence

HTTP2Shell (CVE-2026-111497): The Brotli RCE Hitting Node.js, Python and More

HTTP2Shell (CVE-2026-111497), first called Node2Shell, is a Brotli decoder flaw that can lead to remote code execution in Node.js, Python, Bun and any app that decodes untrusted br content. Affected versions, exposure paths, checks and fixes.

Oct 24, 202618 min
Introducing Red Loop: continuous, proven offensive testing of your whole attack surface
Offensive SecurityCTEM

Introducing Red Loop: continuous, proven testing of your whole attack surface

Red Loop brings continuous offensive testing to Strobes Attack Surface Management. It discovers what you own, scans it the same way every time, and sends results to AI agents that attack and validate them. Only proven findings reach your queue.

Oct 22, 202614 min
PHP2Shell CVE-2026-109618 and CVE-2026-109619 leaked PHP flaws exposing PHP servers
CVEVulnerability Intelligence

PHP2Shell (CVE-2026-109618 & CVE-2026-109619): Leaked PHP Flaws and What to Do Now

PHP2Shell: two leaked critical PHP RCE flaws, CVE-2026-109618 and CVE-2026-109619, rated CVSS 9.2. What's confirmed, which PHP versions get the fix, and what to do before and after the October 21 patch.

Oct 21, 202610 min
Your board will ask you to prove it: board-ready security evidence with exposures found, risks ranked and fixes tracked
Thought LeadershipCTEM

Your board won't ask if you're secure anymore. It will ask you to prove it.

Boards now ask for evidence that cyber risk is within appetite. What board-ready security evidence looks like, how to govern autonomous testing, and how to get it into your 2027 plan.

Oct 8, 20269 min
Why your annual penetration test is already obsolete: one tested release in January, eleven months of untested releases since
Penetration TestingCTEM

Why your annual penetration test is already obsolete

Your annual pentest describes an environment that no longer exists. Here is how continuous offensive security testing closes the gap, and what it takes to run one.

Oct 7, 202615 min
Biggest data breaches of September 2026 - Strobes
Data BreachesCybersecurity

Biggest data breaches of September 2026

153 million driver's licenses claimed, 23.6 million Gyazo records confirmed. September 2026's biggest breaches, with every number sourced.

Oct 6, 202618 min