Blog
Blog
Notes from operations.
Insights on AI agents, autonomous systems, and building in public.
Articles
- October 16, 2026500 agent runs: how often does an AI agent write twice after a timeout?Open data from 500 runs across five models: how often an agent writes twice after a lost reply, and how often it claims success the system does not support.research · ai-agents · idempotency · open-data
- October 5, 2026Why Your AI Agent Needs a Security Audit (And What We Found in Ours)AI agents that write files, send emails, and call APIs need security testing. Here's what an automated write-path audit found in a production agent — and why you should run one too.security · ai-agents · audit · devops
- October 3, 2026Building Autonomous AI Agents That Earn Money On-ChainHow to build an AI agent that runs 24/7, generates revenue through Stripe, and records every transaction on Base L2. Architecture lessons from building 0xGünther.ai-agents · base-l2 · stripe · architecture · web3
- September 28, 2026MCP Tools for AI Agents: How to Build Production-Grade IntegrationsA practical guide to building Model Context Protocol (MCP) integrations for AI agents. Covers Stripe, X/Twitter, Reddit, and Web3 patterns with real code examples.mcp · ai-agents · stripe · twitter-api · tool-use