New Insights:

• Connect knowledge into a network rather than isolated nodes; forming a graph structure allows you to gain new insights from each of your own insights.
• Use tools appropriately, don’t blindly pursue programmability and reusability. This is a habit developed as a software engineer, but when solving problems, tailor the approach to the specific issue.

Previous Phase

Below is a summary of Q1 activities from the perspectives of work, learning, and research.

Research

• I originally planned to publish a conference paper in Q1 and follow up on some of the latest research progress, but I found that this task was not actually completed. I believe this was due to preparing the SWR paper. I supplemented a large number of experiments on SWR and rewrote much of the code that I previously considered unreliable. Submitted the SWR paper.
• I refactored part of the meter-viewer content; preparing to reintroduce new methods for building more suitable datasets.
• I reimplemented SWR based on Lightning.
• Considered domain adaptation models for meter recognition problems.
• Explored some active learning algorithms.

Work

• Further design and foundational thinking on meterhub.
  • Spent most of January improving meterhub.
  • Feedback features.
  • Login with email.
• Released django-login-mail v0.6.1.
• Started a new project: githubManager.
• Upgraded the Hugo theme and update process for HIGH, using the stack theme and corresponding GitHub CI.

Learn

• Experimented with OpenAI’s SDK and simple calls to LlamaIndex.
• Revisited MAE.
• Read CLIP code.
• OpenManus and Docker.
• ComfyUI testing.
• MCP server.
• CUDA-related problems…
• Using OpenRouter.
• Sharpened basic programming skills.
  • Rethinking about functional programming.
  • Where to Put Your Data Folder.md
  • Using PDM: https://svtter.cn/p/dynamic-version-in-pdm.md/
• Operations and maintenance.
  • SSL certificates: https://svtter.cn/p/certbot-self-signed.md/

Plans for the Next Phase

• Focus on writing the overall framework for the paper.
  • Since I’m not someone who can sit still for long periods, I need to pay extra attention to staying focused.
• Attempt to publish a conference paper; the level is not important.
• Refine the outline of the graduation thesis and write the details.
• Write a new paper.