6 articles tagged with "AI Agent"
Series 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.
Series 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.
Series 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.
Insight Multiple AI agents are starting to monitor, complement, and negotiate with each other. I look at this shift through the lens of a classic idea: GAN.
Insight Behind the OpenClaw fever sweeping China, Alibaba, Tencent, and ByteDance are each taking different approaches to turn AI into revenue.
Insight Tencent is building an AI agent inside WeChat, connecting it to payments, shopping, and ride-hailing. This is hard for OpenAI to replicate in the US.