/Toshali's BlogHi, I'm Toshali Mohapatra. I’m an AI Engineer passionate about AI, writing, and building things that matter. 2026-01-09T08:10:22+00:00 Toshali Mohapatra / Jekyll © 2026 Toshali Mohapatra /assets/img/favicons/favicon.ico /assets/img/favicons/favicon-96x96.png Context Engineering: The Forgotten Architecture of LLM Systems2026-01-02T04:30:00+00:00 2026-01-09T08:10:00+00:00 /posts/context-engineering/ Toshali Mohapatra Context Engineering: The Forgotten Architecture of LLM Systems I’ve spent $340K learning that context management is the actual product, not the model. Everyone obsesses over which model to use, how to fine-tune, whether to self-host. Almost nobody thinks systematically about the 8,192 or 32,768 or 128,000 tokens you’re feeding into that model with every request. That’s the actual system you’r... End-to-End MLOps: What Actually Works in Production2025-12-12T04:30:00+00:00 2025-12-12T04:30:00+00:00 /posts/end-to-end-mlops/ Toshali Mohapatra A practitioner's guide to understandingwhat actually works in the real world ML system. Demystifying RAG: How to Augment LLMs with Custom Data2025-11-22T04:30:00+00:00 2025-11-22T04:30:00+00:00 /posts/demystifying-rag/ Toshali Mohapatra How to Augment LLMs with Custom Data. Model Drift in Production: A Practitioner's Guide2025-11-10T04:30:00+00:00 2025-11-10T04:30:00+00:00 /posts/model-drift-in-production/ Toshali Mohapatra A practitioner's guide to understanding, detecting, and fixing model drift in real-world production systems. List_1002025-08-22T00:00:00+00:00 2025-12-03T14:48:32+00:00 /posts/list_100/ Toshali Mohapatra My List 100 A living, evolving list of dreams, experiments, and milestones. Personal Growth & Health Build a consistent sleep cycle Reach and maintain my ideal weight Lower blood pressure naturally through lifestyle Run a 10k without stopping Do a solo trek Spend a week without social media Build a minimalistic, cozy home library Grow my own indoor plants Creative P...