Notes on computer vision, MLOps, and applied GenAI — written by someone who ships models into production.https://bansi.dev/https://bansi.dev/blog/attention-intuitively/https://bansi.dev/blog/attention-intuitively/The one idea behind every large language model, built from scratch, with a widget you can drag. Part 1 of the Transformer family.Sat, 29 Aug 2026 00:00:00 GMTtransformershttps://bansi.dev/blog/rtk-the-tool-that-puts-your-ai-agent-on-a-diet/https://bansi.dev/blog/rtk-the-tool-that-puts-your-ai-agent-on-a-diet/Your coding agent is drowning in terminal noise. RTK strips it out before the LLM ever sees it. Here's what it actually does, where it shines, and where it quietly makes things worse.Wed, 05 Aug 2026 00:00:00 GMTengineeringtoolinghttps://bansi.dev/blog/the-typing-got-cheap-the-knowing-didnt/https://bansi.dev/blog/the-typing-got-cheap-the-knowing-didnt/Coding agents collapsed the cost of producing software. They did nothing to the cost of judgment. Two expensive mistakes follow from confusing the two, and one discipline saves…Mon, 15 Jun 2026 00:00:00 GMTengineeringhttps://bansi.dev/blog/masked-auto-encoders-when-a-model-learns-to-see-by-looking-away/https://bansi.dev/blog/masked-auto-encoders-when-a-model-learns-to-see-by-looking-away/Hide 75% of an image. Ask the model to imagine the rest. Somehow, that’s how it learns to see.Thu, 04 Jun 2026 00:00:00 GMTdeep-learninghttps://bansi.dev/blog/datatrove-the-factory-floor-behind-every-good-llm/https://bansi.dev/blog/datatrove-the-factory-floor-behind-every-good-llm/How Hugging Face turned the chaos of web-scale data processing into composable, production-grade Lego blocks and why every ML engineer building LLMs should care.Mon, 09 Mar 2026 00:00:00 GMTllmhttps://bansi.dev/blog/dilatedconvblock-when-convolutions-learn-to-breathe/https://bansi.dev/blog/dilatedconvblock-when-convolutions-learn-to-breathe/If you’ve spent any time reading deep learning papers, you’ve probably seen dilated convolutions casually dropped in like everyone obviously knows what they are.Thu, 15 Jan 2026 00:00:00 GMTdeep-learninghttps://bansi.dev/blog/from-basics-to-breakthroughs-the-complete-guide-to-ghostconvblock-in-deep-learning/https://bansi.dev/blog/from-basics-to-breakthroughs-the-complete-guide-to-ghostconvblock-in-deep-learning/Convolutional Neural Networks (CNNs) revolutionised image processing by mimicking how the human brain processes visual data. But as CNNs became deeper and more powerful, they al…Sun, 29 Jun 2025 00:00:00 GMTdeep-learninghttps://bansi.dev/blog/how-attention-is-all-you-need-revolutionised-ai-and-changed-everything/https://bansi.dev/blog/how-attention-is-all-you-need-revolutionised-ai-and-changed-everything/In 2017, Google researchers published a paper that would completely transform artificial intelligence. Instead of processing text word by word, they created a mechanism that cou…Fri, 27 Jun 2025 00:00:00 GMTdeep-learningllmhttps://bansi.dev/blog/the-future-of-llm-security-encryption-privacy-breakthroughs-and-challenges-in-2025/https://bansi.dev/blog/the-future-of-llm-security-encryption-privacy-breakthroughs-and-challenges-in-2025/Large Language Models (LLMs) like ChatGPT and GPT-4 have transformed how we interact with technology, enabling applications ranging from customer service chatbots to advanced co…Fri, 06 Jun 2025 00:00:00 GMTllmhttps://bansi.dev/blog/understanding-mb-conv-block-the-building-block-behind-efficient-deep-learning/https://bansi.dev/blog/understanding-mb-conv-block-the-building-block-behind-efficient-deep-learning/Learn how a simple idea called the MB Conv Block helps build powerful AI models that can run on your smartphone, smart watch, or even a tiny sensor.Tue, 20 May 2025 00:00:00 GMTdeep-learninghttps://bansi.dev/blog/learning-google-ml-engineering-and-clearing-the-certification/https://bansi.dev/blog/learning-google-ml-engineering-and-clearing-the-certification/This blog is all about how to learn ML Engineering on Google Cloud Platform.Sun, 12 Feb 2023 00:00:00 GMTmlopshttps://bansi.dev/blog/understanding-vq-vae-noob-level/https://bansi.dev/blog/understanding-vq-vae-noob-level/Vector-Quantized Variational Auto Encoders! , looks like the name is very scary. Let’s understand it brick by brick.Sun, 12 Feb 2023 00:00:00 GMTdeep-learning