Comprehensive System Design of Large Language Models (LLMs)
LLMs 101 Deep Dive Table of Contents Introduction to Large Language Models (LLMs) Architecture of LLMs Tokenization and Embeddings Attention Mechanism Training LLMs Inference and Deco...
Toshali's Blog
3 Minute Guide to SOLID Principles in Python
The SOLID principles are foundational design guidelines every software engineer should know. They improve code readability, testability, and maintainability. In this post, we’ll cover: Definiti...
LLM Evaluation Metrics Beyond Accuracy
A practitioner's guide to evaluating LLMs in production using metrics that actually reflect user impact.
Research Principles: Habits of World-Class Engineers
The final part of the Research Principles series, outlining the habits and behaviours that distinguish engineers who produce original, high-impact work from those who only consume information.
Research Principles: Turning Insights Into Implementations, Experiments, and Reproducible Results
A practical guide to converting research ideas into working systems, experiments, and verifiable outcomes.
Research Principles: Extracting Insights From Academic Papers Without Getting Lost
A practical guide to reading technical and academic papers effectively, focusing on extracting usable ideas without drowning in notation or formalism.
Research Principles: Identifying Credible Sources and Avoiding False Authority
A clear, practical guide on separating credible sources from misleading ones when engaging in technical research.
Research Principles: How to Think, Explore, and Produce Work That Matters
A practical introduction to research thinking for engineers, builders, and practitioners who want to understand topics deeply instead of collecting surface-level information.
How to Read Documentation Effectively
A practical, no-nonsense guide on how to read documentation the right way and use it to build real systems.