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50 guides in Generative AI

Generative AI Guide · 2 min

Semantic Search Versus Keyword Search

How meaning-based search differs from matching words, where each wins, and why hybrid search is often best.

Generative AI 2 min read 12 Jul 2026 For people

Generative AI Guide · 2 min

Re-Ranking Search Results

How a second-stage re-ranker improves retrieval quality for search and RAG, and the trade-offs in speed and cost.

Generative AI 2 min read 11 Jul 2026 For people

Generative AI Guide · 2 min

Guardrails for LLM Applications

Input checks, output checks and policy enforcement that keep language model applications safe and on-task.

Generative AI 2 min read 10 Jul 2026 For people

Generative AI Guide · 2 min

Conversational Memory in Chat Applications

How chat applications remember context — conversation history, summaries and long-term memory — and the privacy questions involved.

Generative AI 2 min read 9 Jul 2026 For people

Generative AI Guide · 2 min

Fine-Tuning Versus RAG Versus Prompting

Three ways to adapt a language model to your needs, what each is good for, and how to choose.

Generative AI 2 min read 8 Jul 2026 For people

Generative AI Guide · 2 min

Synthetic Data Generated by LLMs

Using language models to create training and test data: where it helps, where it misleads, and how to check it.

Generative AI 2 min read 7 Jul 2026 For people

Generative AI Guide · 2 min

Model Context Protocol (MCP) Explained

What the Model Context Protocol is, how it connects AI assistants to tools and data, and the security considerations.

Generative AI 2 min read 6 Jul 2026 For people

Generative AI Guide · 1 min

Measuring LLM Quality With Benchmarks

What public benchmarks measure, why leaderboard scores can mislead, and how to complement them with your own tests.

Generative AI 1 min read 5 Jul 2026 For people

Generative AI Guide · 2 min

Speech Recognition With AI

How automatic speech recognition works, choosing a model, and measuring accuracy with word error rate.

Generative AI 2 min read 4 Jul 2026 For people

Generative AI Guide · 1 min

Text-to-Speech and Voice AI

How modern speech synthesis works, what it's used for, and the consent and deception risks of voice cloning.

Generative AI 1 min read 3 Jul 2026 For people

Generative AI Guide · 2 min

Retrieval Evaluation Metrics

Recall@k, precision@k, MRR and NDCG: how to measure whether your search or RAG retrieval finds the right documents.

Generative AI 2 min read 2 Jul 2026 For people

Generative AI Guide · 2 min

Building a Chatbot for Your Documents

A practical plan for a document question-answering assistant: scope, ingestion, retrieval, prompting, evaluation and launch.

Generative AI 2 min read 1 Jul 2026 For people

Generative AI Guide · 2 min

AI Model Licences Explained

Apache-2.0, MIT, OpenRAIL, community licences and more: what common model licences allow and what to check before using a model.

Generative AI 2 min read 30 Jun 2026 For people

Generative AI Guide · 2 min

Latency and Streaming in LLM Applications

Why language model responses feel slow, the metrics that matter, and techniques including streaming to make applications responsive.

Generative AI 2 min read 29 Jun 2026 For people

Generative AI Guide · 2 min

Writing Effective Prompts for Summarisation

How to get summaries that are accurate, the right length and useful to the reader, and how to check them for errors.

Generative AI 2 min read 28 Jun 2026 For people

Generative AI Guide · 1 min

How Large Language Models Are Trained

The stages behind today's language models: pre-training on text, instruction tuning, and learning from feedback.

Generative AI 1 min read 27 Jun 2026 For people

Generative AI Guide · 1 min

Tokenisation Explained

How language models split text into tokens, why it affects cost, limits and quirks, and how to count tokens.

Generative AI 1 min read 26 Jun 2026 For people

Generative AI Guide · 1 min

Context Engineering

Deciding what information goes into a model's context window — instructions, examples, retrieved data and history — to get the best results.

Generative AI 1 min read 25 Jun 2026 For people

Generative AI Guide · 1 min

Small Language Models

When smaller, cheaper models are the better choice, and how to get strong results from them.

Generative AI 1 min read 24 Jun 2026 For people

Generative AI Guide · 1 min

Quantisation of Language Models

How reducing numerical precision makes models smaller and faster, and the quality trade-offs involved.

Generative AI 1 min read 23 Jun 2026 For people