CS Online Learning Journal

  Week 12 – CST499 Fall 2025 Capstone This week, I updated the search bar functionality so that it now matches summary content in addition to the titles. This improvement was suggested by our client, and it is a great addition to the user experience. Users are no longer required to know an exact title, and they can simply type in a topic which will then generate titles of summaries whose content includes that topic. I also added a default button that opens the Wiki site without the need to pick a topic, which was a recommendation from our advisor. Since the default button does not open any tiddler, we added a welcome tiddler instead of opening a blank story river. Kate implemented the translation functionality for the welcome tiddler. This week, our team also added unit test files to test all app.py files within the containers. I implemented the unit tests for the publisher container which achieved 100% coverage. Next week, our focus will be on completing the Capstone Festiva...

  Week 11 – CST499 Fall 2025 Capstone This week our team worked on improving the summarizer service. The summarizer uses an LLM to generate concise summaries from the clean data provided by the extractor. The summaries are generated in English and translated into traditional and simplified Chinese. We were also able to implement automated publishing of our project using GitHub Actions and GitHub pages. My main contribution this week was to improve the UX/UI design. Following feedback from our advisor, Dr. Dongji Feng, we added a homepage in addition to the main wiki interface. I implement a homepage featuring a search bar that allows users to directly search for tiddlers stored on the wiki. Once the user selects a tiddler, the wiki automatically opens with the chosen tiddler displayed on the story river. From there, users can continue using the built-in search bar to find tiddlers.   Our plan for next week includes implementing unit, integration, and system testing, as w...

Week 10 – CST499 Fall 2025 Capstone This week, our team continued making improvements on the crawler and the summarizer. The crawler has a more robust whitelist.yml file that includes additional link seeds, broadening the scope of Nanjing-related links it can crawl. The summarizer now uses the LLM to first generate an English summary, which is then translated into both traditional and simplified Chinese. My main focus this week was on improving the UX/UI design for the wiki site. We decided to implement a wiki site that closely resembles the client’s existing site. This idea came up because their current wiki page theme and color palette complements the rest of the pages on their website. The wiki site now has most of the same functionality as their current site. Users can click on a summary title in the “Recent” tab which renders a corresponding tiddler in the story river. Users can also edit these tiddlers or they can generate their own tiddlers. Additionally, users can save any ...

  Week 9 – CST499 Fall 2025 Capstone This week, our team made significant progress on the summarization pipeline and publishing for our project. We successfully connected the summarizer to a local LLM running on the client’s computer via an API. This setup allowed us to generate summaries much faster, which helped us efficiently test and refine the summarizer’s output. On the publishing side, we implemented a working TiddlyWiki page that displays the generated summaries as tiddlers. Each summary appears in a “Recent” list, and clicking on a title opens its corresponding tiddler with the full summary. Marcelo handled most of the code for generating the HTML file using the TiddlyWiki CLI, while I contributed by designing and implementing a CSS stylesheet and theme to improve readability and give the site a cleaner appearance. The website now meets the requirements for a minimum viable product (MVP), though we plan to continue refining it. Next week, we plan to focus on UX/UI i...