> 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

ML Intern: Building an Autonomous ML Agent That Reads Papers and Ships Models

★ 8.8k Python May 7, 2026
AI Agents

MiroThinker: The Open-Source Research Agent That Scales Through Interaction, Not Just Parameters

★ 8.2k Python May 7, 2026
Developer Tools

RTK: The Transparent Proxy That Cuts AI Coding Costs by 80% Without Changing Your Workflow

★ 43.3k Rust May 7, 2026
AI Dev Tools

Context Mode: How AI Coding Agents Cut Context Windows by 98% Using Sandboxed Tool Outputs

★ 13.7k TypeScript May 7, 2026
Data & Knowledge

How code-review-graph Cuts AI Code Review Tokens by 8.2× Using Persistent Knowledge Graphs

★ 15.6k Python May 7, 2026
AI Dev Tools

OpenMythos: Recurrent Transformers and the Quest for Depth-Variable Reasoning

★ 12.1k Python May 7, 2026
Data & Knowledge

Trailmark: Building Security-Focused Code Graphs Across 22+ Languages

★ 346 C May 7, 2026
Cybersecurity

Inside dmaynor/apple-vuln-research: Weaponizing Apple's Security Research Device Against Itself

★ 74 C May 7, 2026
AI Agents

Otto-Support: A Deliberately Broken MCP Server That Teaches AI Security the Hard Way

★ 7 Go May 7, 2026
Developer Tools

CVEHunt: Teaching LLMs to Exploit Vulnerabilities Without Breaking the Law

★ 1 JavaScript May 7, 2026
Developer Tools

GuardDog: How Datadog Built a Multi-Ecosystem Malware Scanner for Supply Chain Threats

★ 1.1k Python May 7, 2026
AI Agents

CodeForge MCP: How AI Agents Build Their Own API Toolchains Without Bleeding Tokens

★ 5 TypeScript May 7, 2026