Ai-Agents

At the end of March, my OpenClaw setup hit an awkward wall. For a while, Anthropic OAuth access had been good enough for day-to-day agent work. Then access tightened. I do not mean “the model got slightly slower” or “one request had to retry”. I mean the system became unreliable enough that I was pushed toward the API path. That sounded fine in theory. In practice it turned the assistant from a predictable tool into a metered engineering problem. ...

Most AI assistants are designed to be agreeable. They say “Absolutely.” They praise the question. They hedge every answer until nothing is left but damp corporate fog. This is fine if the assistant is a search box with manners. It is not fine if the assistant has access to your shell, email, calendars, automations, Raspberry Pi, finance reports, blog drafts, and the long tail of unfinished things that make up a real life. ...

I run a Raspberry Pi 5 at home as part of my OpenClaw setup. It started as an OpenClaw node connected through an SSH tunnel, then became a garden CCTV box running Frigate and recording video clips. By this point it is a camera box, a Frigate server, a Hailo detector host, and a remote machine my AI assistant can inspect from Telegram. At least, that was the idea. After a recent OpenClaw update, the Pi still looked connected. It was visible in the gateway. It was paired. It had broad permissions. The UI suggested everything should work. ...

I’ve been running an AI personal assistant (via OpenClaw) for a couple of months now. It checks my emails, sends me a daily news digest, prepares GTD rituals, tracks weather before my morning runs, and does a dozen other things automatically. Last week I noticed something off: I hadn’t received a daily email notification in a while. Not an error. Not a crash. Just… silence. The job was running. The logs looked fine. But nothing was arriving. ...