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Rob Ragan

Rob Ragan

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

offensive securityAI agentspenetration testingred teamingapplication security

1661 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.

// ARTICLES BY ROB RAGAN

Developer Tools

Verifiers: Environment-as-Module Architecture for LLM Reinforcement Learning

By Rob Ragan ★ 5 Unknown May 8, 2026
AI Dev Tools

Spec Kit: GitHub's Experimental Framework for AI-Native, Specification-First Development

By Rob Ragan ★ 93.3k Unknown May 8, 2026
AI Agents

Inside Cyber-AutoAgent: Building Penetration Testing AI with Metacognitive Reasoning

By Rob Ragan ★ 525 Unknown May 8, 2026
AI Agents

HADES: Training Blue Teams with AI-Powered Adversaries That Never Sleep

By Rob Ragan ★ 28 Unknown May 8, 2026
Cybersecurity

Building Explainable Offensive Security with Agentic AI: A Deep Dive into Multi-Agent Reconnaissance

By Rob Ragan ★ 2 Unknown May 8, 2026
AI Agents

Strands Agents: Building AI Agents with Decorators and Model Context Protocol

By Rob Ragan ★ 5.8k Unknown May 8, 2026
LLM Engineering

Unsloth: How Custom Triton Kernels Make LLM Fine-Tuning Possible on Consumer GPUs

By Rob Ragan ★ 63.8k Unknown May 8, 2026
AI Agents

Building Agents That Build Themselves: Inside Meta-Tools-and-Agents

By Rob Ragan ★ 8 Unknown May 8, 2026
AI Agents

Building Multi-Agent Orchestration on AWS: Inside Omnimesh's Gateway Pattern

By Rob Ragan ★ 10 Unknown May 8, 2026
AI Agents

Amazon Nova Act: AI Agents That Actually Navigate the Web Without Breaking

By Rob Ragan ★ 911 Unknown May 8, 2026
AI Agents

Strands Agents Tools: Building Multi-Agent Systems Without Reinventing the Wheel

By Rob Ragan ★ 1.1k Unknown May 8, 2026
AI Agents

PenGym: Training Reinforcement Learning Agents Against Real Vulnerable Systems

By Rob Ragan ★ 57 Unknown May 8, 2026