Deep Dives
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Build and deploy an agent on AWS with Strands and AgentCore
26 min read -
How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification
Machine LearningAn end-to-end classical NLP experiment on Kaggle’s Spooky Author Identification task: from Vowpal Wabbit and…
17 min read -
Small prompt changes can silently break critical behavior in production. This article introduces a practical…
17 min read -
A team cut their AI inference bill by more than half. Three months later, customer…
21 min read -
I benchmarked raw chat history, vector-only RAG, and a context graph on the same multi-agent…
19 min read -
Beyond the Straight Line: Choosing Between OLS, Interaction Terms, and Tweedie Regression
Data ScienceWhether you should stick to a classic Ordinary Least Squares regression, introduce interaction terms, or…
14 min read -
Beat the 8GB VRAM limit. Learn how to run three different LLMs on a single…
21 min read -
Finding the right anchors for RAG: keyword, embedding, and TOC signals in parallel
Large Language ModelsEnterprise Document Intelligence [Vol.1 #7B] – Retrieval is filtering on structured tables: keywords first, TOC…
33 min read -
Enterprise Document Intelligence [Vol.1 #7A] – Stop searching strings. Filter line_df and toc_df. Pick anchors…
21 min read -
Why one-hot encoding isn’t always the best approach, and alternative encodings
21 min read