GSoC 2026 Week 4: Overcoming Exam Hurdles and Deep-Diving into Code

This week was a major transition point for me. Between wrapping up my final university exams, traveling back to my hometown, and keeping up with code reviews, it was a busy but highly rewarding week. Now that my exams are officially over, I can finally dedicate 100% of my time and focus to GSoC!

My Goals for this Week

My primary goals were to get PR 1.2 and PR 1.3 merged, address the structural feedback on my PR 1.9 Apache Beam job, and successfully finish my university exams.

What I Accomplished

• Exams Finished! 🎉 Friday, May 29th marked the last day of my final university exams. It’s a huge relief to have them behind me, and I’m excited to dive full-time into development.
• PR 1.2 and PR 1.3 Merged: PR 1.2 (implementing domain-level logic and generic entity types) was merged on May 26th after addressing minor review comments. PR 1.3 (the service-layer changes) was also merged on May 27th.
• Handling a Git Mishap: While preparing PR 1.3, I accidentally did a force push that messed up the commit history. Rather than panic, I closed the PR, opened a fresh one, and requested a re-approval from Kevin to get it safely merged. It was a great learning experience in Git recovery!
• Refactoring the PR 1.9 Beam Job: Based on Hasitha’s architectural feedback, I refactored the Beam job to compute translation opportunity counts directly from the raw StoryModel source of truth rather than relying on legacy summary models. This ensures absolute data integrity. I also finalized the Release Testing Doc for the job.
• Hometown Transition: I traveled back home after my exams, took a brief moment to settle in, and prepared for my upcoming GSoC sync with Hasitha.

What I Learned

Through refactoring the Beam job, I learned a lot about designing robust data pipelines. Hasitha’s feedback made me realize why relying on summary models can lead to drift and data integrity issues over time. Recalculating metrics directly from the source-of-truth models (like StoryModel) is slightly more complex, but it ensures that our backfilled translation counts are always accurate and consistent.

What I Struggled With

My main challenge this week was recovering from the accidental force push on PR 1.3. It was a bit stressful because the PR had already been approved (LGTM), and I didn’t want to delay the merge. Fortunately, communicating clearly with the reviewer (Kevin) and opening a clean new PR resolved the issue within a day. It taught me to be extra cautious with git commands when collaborating on a shared codebase.

With my exams out of the way and the first set of backend PRs successfully merged, I am ending this week on a high note. Next week, I plan to sync with Hasitha, secure final approval on the PR 1.9 Beam job, and open the PR for Milestone 1.4 to implement the controller layer.