I Accidentally Deleted Staging Data with OpenClaw. Here's What I Changed.
A war story about the time an AI agent executed an unintended DELETE statement, and what actually works to prevent it.
A war story about the time an AI agent executed an unintended DELETE statement, and what actually works to prevent it.
18 config entries. 5 API keys in plaintext. 2 hours to onboard. Or: 1 URL, 1 token, instant setup.
42,000 exposed instances. 824 malicious skills. Tokens burning at $270/month. No audit trail. These are real OpenClaw problems — and they're fixable. A deep walkthrough of the agent management stack I built to take back control.

Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.


I connected a Postgres MCP to our bot and realized it could DROP TABLE. That's when I started looking at what MCP security actually looks like in 2026. It's bad.

One URL. One token. Every tool your team needs. No per-machine config, no scattered API keys, no onboarding friction.


We built Aerostack because MCP configuration doesn't scale. Here's how we turned that into a platform where agents build infrastructure for other agents.