https://www.linkedin.com/in/marcus-liang-zhu-041a0ab0/
Self improvement software workflow
flowchart LR
subgraph User Side
A[User complains via chatbot]
end
subgraph Intake
B[Chatbot compiles complaint]
C[Create GitHub issue]
end
subgraph Automation
D[OpenClaw cron pulls issues]
E[Send issue into Claude Code]
F[Trigger Claude skill]
G[Generate and apply fix]
H[Push changes to GitHub]
end
subgraph Human Validation
I[Human tests software]
J{Issue solved?}
K[Resolve issue]
L[Redeploy]
M[Return for further fixes]
end
A --> B --> C --> D --> E --> F --> G --> H --> I --> J
J -->|Yes| K --> L
J -->|No| M --> C
To improve your AI output check out hamel’s eval blog https://hamel.dev/blog/posts/eval-tools/
Shadcn for better UI https://ui.shadcn.com/
https://www.linkedin.com/in/eeonelim/
attachment:77fa46fb-e44b-49f7-899d-1f556ddbe5b0:Kantaro.pdf
Lrclib - Opensource package to pull lyrics from music https://github.com/tranxuanthang/lrclib
Stitch with Google MCP for frontend design https://stitch.withgoogle.com/docs/mcp/setup
Heartmula - Opensource Music LLM ‣
Opensource music streaming. Youtube api alternative ‣
To push api call to frontend to avoid API block from google
Acceptance criteria to include screenshot to check for better UI Control