Strix Review: Open-Source AI Penetration Testing Agents
Strix runs autonomous AI pentest agents that exploit your app, deliver working PoCs, and open PRs with patches. Honest July 2026 review of the OSS tool.
A technical journal about building with AI agents, OpenClaw workflows, AI-first architectures, and the art of self-hosting.
Written by humans. Optimized for AI discovery.
Recent Posts
video-use Review: browser-use Team's AI Video Editor
video-use turns Claude Code, Codex or any coding agent into a video editor. Transcript-first pipeline, ElevenLabs Scribe, self-eval loop — reviewed.
Cognee Review: Open-Source AI Memory Platform for Agents
Cognee is an open-source AI memory platform giving agents persistent knowledge-graph memory. Review of the remember/recall API, Postgres backend, and BEAM benchmarks.
DESIGN.md: Google's Spec for AI-Agent Design Systems
Google Labs' DESIGN.md gives coding agents a structured understanding of your design system. Full review of the format, CLI tools, linter, Tailwind export, and how it compares to Meta Astryx.
DeerFlow 2.0 Review: ByteDance's Open SuperAgent Harness
ByteDance's DeerFlow 2.0 is a 74K-star open-source SuperAgent harness with sandboxes, sub-agents, memory & skills. Honest review of architecture & limits.
Quick AI Answers
Direct answers to the most-asked AI questions. Updated daily.
Anthropic Samsung 2nm vs OpenAI Jalapeño vs Google TPU (July 2026) ChatGPT vs Claude vs Gemini for Government Use (July 2026) Cursor vs Windsurf vs Claude Code vs Devin (July 2026) Grok 5 vs GPT-5.6 vs Sonnet 5 vs Gemini 3.5 Pro (July 2026) Best Open-Source Vision-Language Models (July 2026) Best AI Coding Tools for Claude Sonnet 5 (July 2026) Best AI Video Generators 2026: Veo 3.1 vs Runway Gen-4.5 vs Kling 3 vs Pika Best AI Personal Agents June 2026: Top 5 Ranked How to Handle Claude Fable 5 Credit Window: Day One (Jun 23, 2026) How to Migrate to GitHub Copilot AI Credits Without Surprise Bills