Deep dives, product updates, and developer guides from the team building the edge-native backend platform.
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.
Not every message needs your most expensive model. The confidence_router node classifies queries and routes them to the right model tier — saving up to 83% on inference costs.
One URL. One token. Every tool your team needs. No per-machine config, no scattered API keys, no onboarding friction.
19 node types that treat AI as a first-class orchestration primitive — autonomous execution, dynamic model routing, and MCP integration on Durable Objects.
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.
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