> your AI agent picks dependencies from memory; give it dated facts — try starlog.dev ↗ vet your agent's deps ↗ vibe-coding is fine. vibe-importing isn’t. — try starlog.dev ↗ vibe-importing isn’t fine ↗ your agent has never seen your private packages — try starlog.dev ↗ facts for private packages ↗ a linter for the dependencies your AI agent picks — try starlog.dev ↗ a linter for agent deps ↗

All authors
Rob Ragan

Rob Ragan

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

offensive securityAI agentspenetration testingred teamingapplication security

1756 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

LLM Engineering

OSWorld-V2: The GUI Agent Benchmark That Hides Its Answers

★ 229 Python Aug 5, 2026
AI Dev Tools

Fable Method: Turning Weak AI Models Into Reliable Agents Through Adversarial Verification

★ 2.1k Python Aug 4, 2026
AI Dev Tools

Blackwell-Native NVFP4 Quantization and Speculative Decoding: Inside DGX Spark's Ultimate LLM Stack

★ 432 Python Aug 3, 2026
Data & Knowledge

Why Your RLVR System Fails: What Noisy Labels Do to Reinforcement Learning

★ 1 Python Aug 3, 2026
AI Agents

Open-Kritt: The Bug Bounty Hunter's Framework for Orchestrating AI Security Agents

★ 1.0k JavaScript Aug 3, 2026
Developer Tools

Fountain Codes and Browser Lies: Building a Unidirectional Optical File Transfer System

★ 3.1k TypeScript Aug 2, 2026
AI Dev Tools

LifeOS: The AI Harness That Installs Itself By Asking Your AI To Read Its Documentation

★ 17.1k TypeScript Aug 1, 2026
LLM Engineering

Running a 2.78-Trillion-Parameter Model on a Laptop: Inside WASTE's NVMe-Streaming Engine

★ 145 C Jul 31, 2026
Cybersecurity

Blacksea: The Active Honeypot That Exploits LLM Agents to Hack Back

★ 23 Python Jul 30, 2026
AI Agents

Mindwalk: Watching Your Coding Agent Wander Through a 3D Map of Your Codebase

★ 979 Go Jul 30, 2026
Cybersecurity

StealthBench: The First Benchmark That Measures Whether AI Agents Hack Like Professionals or Script Kiddies

★ 1 Python Jul 30, 2026
AI Agents

Agent Orchestrator: Git Worktrees Are the Secret to Running 23 AI Coding Agents in Parallel

★ 8.6k Go Jul 28, 2026