AI & Engineering Blog

Thoughts, tutorials, and deep dives into Artificial Intelligence, Machine Learning, and modern software engineering.

October 14, 202510 min read
AI EvaluationLLM BenchmarksAgentic Execution

The Paradigm Shift in AI Evaluation: Moving from Knowledge Retrieval to Agentic Execution

Beyond the Chatbot: Why LLM Benchmarks Radically Changed in 2026. A deep dive into the evolution of AI testing from static multiple-choice to dynamic, agentic evaluations.

Read Article
August 202515 min read
TransformersDeep LearningNLP

The Linguistic Paradigm Shift: Decoupling Memory from Time in Deep Learning

The evolution of Natural Language Processing (NLP) is fundamentally a story of overcoming the constraints of sequence. Tracing the historical paradigm shift from legacy Recurrent Neural Networks (RNNs) to the Transformer architecture.

Read Article
October 202312 min read
LLMsArchitectureMoE

The Anatomy of LLMs: From Dense Attention to Sparse Mixture of Experts

Large Language Models have hit a critical computational inflection point. Unpack the architectural paradigm shift from monolithic self-attention mechanisms to the dynamic routing of Mixture of Experts (MoE).

Read Article