Today's GitHub Trending tells a familiar story. Three repos, three angles, one signal:
-
dream-num/univer(+1,082 stars) — "The Office Harness for AI Agents." Spreadsheets, docs, slides, canvas, relational tables, PDF — all in one runtime designed for Agent control. -
HKUDS/CLI-Anything(50K+ stars) — "Making ALL Software Agent-Native." Every software gets a CLI interface so Agents can drive it. -
obra/superpowers(291K+ stars) — "An agentic skills framework & software development methodology that works."
Each one is impressive. Each one solves a real piece of the puzzle. But there's a gap that all three skip over:
How do you actually set up a working Agent assistant on your machine?
Not a demo. Not a playground. A real assistant that connects to your tools and does real work.
The First-Step Problem
Here's what happens when a developer wants to try an Agent assistant:
- They find a framework (there are dozens now)
- They read the README
- They install dependencies
- They hit a config error
- They open an issue
- They give up
The distance between "this looks cool" and "this is running on my machine" is where most Agent projects die. Not because the tech isn't ready, but because the onboarding is brutal.
What AstronClaw & Loomy Tutorials Do Differently
AstronClaw & Loomy tutorials start from the other end — not "here's a framework," but "here's how to get a working assistant running."
- AstronClaw — cloud AI assistant. Set it up, connect it to your workflow, let it handle tasks that need cloud compute.
- Loomy — desktop AI assistant. Runs locally, connects to your desktop environment, handles tasks that need local context.
The tutorials walk through real setup scenarios: install, configure, connect to actual tools, run a real workflow. No "hello world" demos. No abstract architecture diagrams. Just: "here's how to make it work."
The Natural Next Step: Making It Do Things
Once your assistant is running, the next question is inevitable: can it actually DO things?
That's where astron-rpa comes in. Agent-ready RPA — browser automation, desktop app control, office workflow automation. Open-box tools, not just APIs.
Think of it this way:
- AstronClaw / Loomy tutorials = get a working assistant running
- astron-rpa = give that assistant hands to operate software
The Pattern That Works
Don't start with orchestration frameworks. Don't start with architecture diagrams. Start with one real workflow:
- Set up AstronClaw or Loomy following the tutorial
- Connect it to one tool you actually use
- Run one real task end-to-end
- Then think about scaling
This is the same insight behind obra/superpowers — "a methodology that works." Except AstronClaw & Loomy tutorials make it accessible to everyone, not just developers writing Shell scripts.
Links
- AstronClaw & Loomy tutorials: https://github.com/iflytek/astronclaw-tutorial
- astron-rpa (Agent-ready RPA): https://github.com/iflytek/astron-rpa


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