PinnedParagEkbote·Nov 19, 2025What 90+ Open-Source PRs Taught Me About Software Quality and Engineering at ScaleFrom November 2024 to November 2025, I contributed 95 merged pull requests across 20+ open-source repositories, primarily in the AI/ML…
PinnedParagEkbote·Jan 20Designing and Contributing an Optuna Integration That Performs Well in PracticeA while back, I contributed a new integration to the optuna-integration library by adding a TrackioCallback class
PinnedParagEkbote·Jan 7Five Deployments In: Lessons on Efficient AI Inference at ScaleIntroduction: Why Inference Deployments Often Break at Scale
ParagEkbote·Apr 10From Commits to Impact: Building an Automated Changelog for Open-Source ContributionsWhen we choose to contribute towards open source, there is a detailed trail of commits, pull requests and reviews. In theory, everything…
ParagEkbote·Mar 16One Sentence, Fifteen Tokenizers: A Tokenizer Benchmarking Pipeline with HF Storage BucketsTokenization is an essential component in LLM performance. It determines context utilization, inference cost and how models segment…
ParagEkbote·Feb 24Optimizing Where It’s Safest: A Model-First ApproachWhy Optimization Order Matters More Than Choice
