PMPrabakaran Marimuthuinprabs.xyz·May 18 · 1 min readHello teRiding through Tawang reminded me that technology is at its best when it disappears into the background and simply helps us explore further. We didn’t go to the mountains to stare at our phones—we wen00
PMPrabakaran Marimuthuinprabs.xyz·May 18 · 8 min read15,200 Feet, Zero Network : How Gemma Helped Me Through TawangIt has been 8 years since our Leh-Ladakh bike trip, and we were finally ready for another big adventure. This time, we chose Tawang, the "Himalayan Child." Over five days, we covered 600km of tough mo00
PMPrabakaran Marimuthuinprabs.xyz·Apr 6 · 5 min readPer-Layer Embeddings : The secret powering Gemma 4 modelsGoogle dropped Gemma 4 on April 2, 2026, a family of open models that push the boundaries of efficient, multimodal, and agentic AI. The lineup includes a 31B dense model, a 26B Mixture-of-Experts (MoE00
PMPrabakaran Marimuthuinprabs.xyz·Jan 15 · 6 min readSleep : A Quiet Superpower We IgnoreAn inspired story from my internal TED Talk Most of us treat sleep as optional. We often steal hours from the night to finish work, scroll on our phones, or watch one more episode. Over time, sleep started to feel optional. Being busy felt productive...00
PMPrabakaran Marimuthuinprabs.xyz·Dec 11, 2025 · 3 min readHow LLM handle misspellings?When interacting with Large Language Models (LLMs), it is common to type quickly and make spelling mistakes. A natural question arises: Do misspellings impact token usage and the quality of responses? The short answer is yes, but not in the way most ...00
