PicoClaw Fails to Build F1 AI Agent, Burns $20 in API Credits

A developer shared a detailed failure report after attempting to use PicoClaw to build an F1-focused AI agent on a Raspberry Pi Zero 2W. The project aimed to create a Telegram bot that would provide calendar, race results, weather, news, and gossip with "zero effort" from the user.

Setup and Initial Problems

The developer installed PicoClaw on a fresh OS, noting it defaulted to version 11 instead of the latest build. They purchased a DeepSeek API key, linked Telegram credentials, and gave the agent the core command: "You are my F1 expert buddy. I want the full calendar, race and qualifying results, track weather, news, and all the F1 drama/gossip. Zero effort on my part."

Development Process and Failures

The agent agreed to the task and began generating large amounts of Python code for hours. During this process, the developer noticed their API account credits were "disappearing like water." The agent also requested a second Telegram token to create a separate communication channel.

Eventually, the agent started hallucinating. The developer wiped the SD card, performed a fresh install with the latest PicoClaw version, and tried a different approach by manually finding all necessary APIs and RSS feeds to "spoon-feed" the data sources.

Critical Architecture Flaw

Even with manually provided data sources, API credits continued draining rapidly. The developer discovered the code generated by PicoClaw was relying on constant LLM calls instead of using local API logic. They issued a strict command: "Zero LLM calls. Rewrite the logic in Go."

After more hallucinations and $20 down in API fees, the project failed completely. The developer concluded PicoClaw is "just a glorified AI assistant" that's "nothing like OpenClaw" and "useless for actual project builds" in its current state.