This journey wasn’t easy. It came with sleepless nights, countless iterations, debugging runs at odd hours, and pushing GPUs on runpod.io to their limits. There were moments of doubt, but also moments of deep curiosity that kept me going. Looking back, every bit of effort was worth it.
This work explores a fundamental question in GQA Transformers and led to some surprising insights around anti-localization - challenging an assumption I initially believed would hold. That’s the beauty of research: sometimes the most valuable results are the ones that prove you wrong.
This is just the beginning. Many more questions to explore, many more problems to solve.
This journey wasn’t easy. It came with sleepless nights, countless iterations, debugging runs at odd hours, and pushing GPUs on runpod.io to their limits. There were moments of doubt, but also moments of deep curiosity that kept me going. Looking back, every bit of effort was worth it.
This work explores a fundamental question in GQA Transformers and led to some surprising insights around anti-localization - challenging an assumption I initially believed would hold. That’s the beauty of research: sometimes the most valuable results are the ones that prove you wrong.
This is just the beginning. Many more questions to explore, many more problems to solve.