Posts by SamLynx

@SamLynx

Sam

Joined June 2026
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Posts by SamLynx

SamLynx in Articles 3 min read
One of the most common claims about LLMs and AI agents is that they'll dramatically reduce the cost of software development. Instead of hiring more engineers, you can simply assign a task to a model and have it completed in minutes. I think there's ...
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SamLynx in Articles 6 min read
2.1 Error, loss functions, and why they are needed Error, Loss Functions, and Why We Need Them Any machine learning model comes down to a simple idea: it tries to describe reality using some function. That means there will always be a mismatch bet...
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SamLynx in Articles 2 min read
I'm excited to announce PrettyPrint, a small, zero-dependency PHP utility designed to format numeric arrays in a clean, readable style inspired by Python and the tensor-views you’ll see in PyTorch. Whether you're doing ML experiments, debugging dat...
SamLynx in Articles 6 min read
RAG Retrieval-Augmented Generation is an AI method that combines a large language model LLM with an external knowledge base to produce more accurate, context-aware answers. The idea is simple: first we retrieve relevant information from documents or ...
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