Practical thinking on software systems, automation, and the business problems they solve -- from the team at Digital Royalty.
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What It Actually Means A vector database stores embeddings and answers one question quickly: which stored items are closest in meaning to this one? An ordinary database is built to find exact matches and ranges. Find the customer with this reference, find...
What It Actually Means Training data is the material a model learned from. Everything it can do, and every way...
Alex • April 15, 2026
What It Actually Means Retrieval-augmented generation is a two-step arrangement. When a question arrives, the system first searches your own...
Alex • April 15, 2026
What It Actually Means Prompt engineering is writing the instruction given to a model so that it produces...
Alex • April 15, 2026
What It Actually Means Natural language processing is software working with human language: reading it, interpreting it, extracting...
Alex • April 15, 2026
What It Actually Means A model is the thing produced by training: a set of learned parameters that...
Alex • April 15, 2026
What It Actually Means Machine learning finds patterns in data and uses them to predict or classify. Rather...
Alex • April 15, 2026
What It Actually Means A large language model is a system trained on an enormous quantity of text...
Alex • April 15, 2026
What It Actually Means A human handoff is the moment an automated system stops and passes the work...
Alex • April 15, 2026
What It Actually Means Inference is a trained model being used: input goes in, an answer comes out....
Alex • April 15, 2026
What It Actually Means Fine-tuning takes an existing model and trains it further on examples you provide, adjusting...
Alex • April 15, 2026
What It Actually Means Generative AI produces new output rather than judging existing input. Text, images, audio, code,...
Alex • April 15, 2026