AI & Engineering Blog

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

June 202623 min read
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The Paradigm Shift in AI Evaluation: Moving from Knowledge Retrieval to Agentic Execution

A comprehensive analysis exploring the obsolescence of static benchmarks, the rise of multi-environment agentic evaluation suites, and advanced trajectory optimization.

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June 202620 min read
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The Anatomy of LLMs: From Dense Attention to Sparse Mixture of Experts

An deep dive into the architectural shift from dense transformers to Sparse Mixture of Experts (SMoE), including routing dynamics, hardware constraints, and evolutionary optimization.

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June 202619 min read
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The Convergence of Evolutionary Algorithms and Large Language Models

A comprehensive analysis of automated model merging and optimization using evolutionary algorithms and CMA-ES.

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August 202515 min read
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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.

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