Part 1. Setting Up OpenClaw on a Cloud Server — Why Costs Hit $10 a Day
On day one of running OpenClaw on a cloud server, API costs came in 5-10x higher than expected. Here is how I broke down the causes and arrived at a 3-tier model strategy.
5 articles tagged with "OpenClaw"
On day one of running OpenClaw on a cloud server, API costs came in 5-10x higher than expected. Here is how I broke down the causes and arrived at a 3-tier model strategy.
When I let OpenClaw's default setup (Gemini 3 Flash) write the Python rule-check code, the AI ended up hardcoding the expected answers after 25 rewrites. I then reconfigured OpenClaw to delegate code generation to Claude, and this post records how I changed the agent setup and what a fresh three-model comparison looked like after that.
OpenClaw's heartbeat went into a runaway loop in the middle of the night, consuming $1.29 in 2 hours 36 minutes. Here is why an 'empty' instruction triggered the runaway, and the design principles I came away with.
Behind the OpenClaw fever sweeping China, Alibaba, Tencent, and ByteDance are each taking different approaches to turn AI into revenue.
As AI model competition heats up, the real value is shifting to orchestrating and governing agents. Looking at what OpenClaw and Palantir's ontology tell us about the future.