// ARTICLES BY ROB RAGAN
Developer Tools
Inside Verifiers: PrimeIntellect's Architecture for Token-Level RL Training of LLM Agents
AI Agents
Inside OWL: How CAMEL-AI Built a Multi-Agent System That Topped the GAIA Benchmark
Cybersecurity
Building Nation-State Attack Simulations: Inside APTs-Adversary-Simulation's C2 Architecture
Cybersecurity
Nebula: The AI-Powered Pentesting Assistant That Learns Your Workflow
AI Agents
OXP-Python: A Type-Safe Client for the Open eXecution Protocol Nobody's Talking About
Developer Tools
jc: Turning 50 Years of Unix Text Into Modern JSON Pipelines
LLM Engineering
Search-R1: Training Language Models to Think and Search Without Supervision
Data & Knowledge
Data Formulator: Microsoft's Hybrid AI Agent for Visual Analytics
AI Agents
Controlling Ableton Live with Claude AI: Inside the MCP Bridge Architecture
Cybersecurity
Notify: Broadcasting Alerts Across 20+ Platforms With One Go Function Call
Developer Tools
VISTA: Building an AWS Security Scanner with LangGraph Intelligence
AI Agents