PinnedInAppstack LabsbyMithun Das·Apr 19Building Production-Grade AI Agents on AWSTo be honest, using AI coding these days, creating an impressive AI agent demo takes less than half an hour. Then someone asks: “How do I…
PinnedInAppstack LabsbyMithun Das·Mar 20How I am Running Multiple LLMs on a Single H100 — Challenges and ResolutionWhen Chaos is Your First Architecture
PinnedInAppstack LabsbyMithun Das·Jan 24The Silent Failure: Lessons From Serving a Vision LLM in ProductionFine-tuning was the easy part. This article is a follow-up to my earlier post on fine-tuning a Vision LLM. If you haven’t read that yet, I…
PinnedInAppstack LabsbyMithun Das·Sep 13, 2025Fine-Tuning a Vision LLM : My Journey and Lessons LearnedLessons learned from fine-tuning and deploying a large vision-language model that scales
PinnedInAppstack LabsbyMithun Das·Jul 7, 2025Deploying a Self-Hosted LLM API on AWS with CDKIn my previous post, I discussed when it makes sense to self-host large language models (LLMs) and how the cost compares with using managed…
Mithun Das·Dec 8, 2025Protecting Coaching Culture in the Age of AIFor years, we have viewed the role of a Senior Engineer through a specific lens: a problem solver, a system designer, a technical…
InAppstack LabsbyMithun Das·Nov 11, 2025Think in Systems, Not SolutionsSystem thinking turns individual wins into organizational momentum.
Mithun Das·Oct 27, 2025The Worst Career Advice I Keep Hearing: “Make Yourself Indispensable”During a recent conversation, a friend mentioned that someone at work had advised him…
InAppstack LabsbyMithun Das·Oct 8, 2025Building a Scalable End-to-End Image Classification Pipeline on AWSOne of the hardest parts of Machine Learning is not training the model — it’s building the pipeline around the model: data prep, training…
Mithun Das·Sep 29, 2025AI-First Doesn’t Mean AI-MustWe’ve all seen it: every roadmap, every pitch deck, every product update suddenly has “AI” stamped on it. But here’s the hard truth …
