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Rob Ragan

Rob Ragan

Offensive security researcher and AI agent architect. Founder of Starlog.

offensive securityAI agentspenetration testingred teamingapplication security

1135 articles

Rob Ragan is an offensive security researcher and AI agent architect who has spent two decades breaking into systems and building tools to automate the process. At Starlog, he curates expert deep-dives on the open-source tools reshaping offensive security and AI agent development.

// ARTICLES BY ROB RAGAN

AI Agents

Meta-Agents: When Your AI Learns to Build Its Own Tools

By Rob Ragan ★ 8 Jupyter Notebook Feb 16, 2026
AI Agents

Building Multi-Agent Systems with AWS Bedrock: Inside Omnimesh's Signal-Based Orchestration

By Rob Ragan ★ 10 Python Feb 16, 2026
Automation

Amazon Nova Act: Teaching AI Agents to Drive Your Browser So You Don't Have To

By Rob Ragan ★ 884 Python Feb 16, 2026
AI Agents

Strands Agents Tools: A Security-First Toolkit for Production LLM Agents

By Rob Ragan ★ 937 Python Feb 16, 2026
Cybersecurity

PenGym: Teaching Machines to Hack Using Real Exploits, Not Simulations

By Rob Ragan ★ 54 Python Feb 16, 2026
LLM Engineering

DeepSeek-OCR: How Extreme Visual Token Compression Changes the Economics of Document AI

By Rob Ragan ★ 22.5k Python Feb 16, 2026
AI Dev Tools

CodeMachine: Building Persistent Workflows for AI Coding Agents

By Rob Ragan ★ 2.3k TypeScript Feb 16, 2026
AI Agents

GPTSwarm: When Agent Networks Learn Their Own Architecture

By Rob Ragan ★ 994 Python Feb 16, 2026
LLM Engineering

HGM: Teaching Code to Rewrite Itself Using Gödel Machine Theory

By Rob Ragan ★ 325 Python Feb 16, 2026
AI Agents

AutoAgents: When Your AI Hires Its Own Team

By Rob Ragan ★ 1.5k Python Feb 16, 2026
AI Agents

Inside Tongyi DeepResearch: How Alibaba Built a 30B-Parameter AI Research Agent with Synthetic Training Data

By Rob Ragan ★ 18.2k Python Feb 16, 2026
Cybersecurity

Strix: AI Agents That Actually Exploit Your App (So Attackers Don't Have To)

By Rob Ragan ★ 20.1k Python Feb 16, 2026