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Scheduled tasks just landed in Claude Code/Desktop and they cover most of what OpenClaw does but there are actually 4 different scheduling surfaces and picking the wrong one means your task silently dies. I break down /loop, Desktop tasks, Cowork scheduling, and GitHub Actions, show the real limitations of each, and share a self-improving pattern that gives stateless tasks memory between runs. Diagram: What goes where: https://excalidraw.com/#json=UOPo9IOTVM8rUQu-WTM8O,TtMP0X0-JEKki2EGf5Tv6Q My Dictation App: www.whryte.com Website: https://engineerprompt.ai/ RAG Beyond Basics Course: https://prompt-s-site.thinkific.com/courses/rag Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0 Let's Connect: 🦾 Discord: https://discord.com/invite/t4eYQRUcXB ☕ Buy me a Coffee: https://ko-fi.com/promptengineering |🔴 Patreon: https://www.patreon.com/PromptEngineering 💼Consulting: https://calendly.com/engineerprompt/consulting-call 📧 Business Contact: engineerprompt@gmail.com Become Member: http://tinyurl.com/y5h28s6h 💻 Pre-configured localGPT VM: https://bit.ly/localGPT (use Code: PromptEngineering for 50% off). Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0