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Guidance

AI Insights

The AI Insights series offers government departments and public sector organisations technical guidance on implementing AI solutions effectively, safely and securely.

From:
Government Digital Service
Published
10 February 2025
Last updated
13 March 2026 — See all updates

Documents

AI Insights: Introduction (HTML)

HTML

PDF, 138 KB, 3 pages

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PDF, 536 KB, 15 pages

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AI Insights: Large language models (LLMs) Bias (HTML)

HTML

AI Insights: Generative AI (HTML)

HTML

PDF, 254 KB, 11 pages

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AI Insights: Synthetic Data (HTML)

HTML

PDF, 152 KB, 4 pages

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AI Insights: Prompt Engineering (HTML)

HTML

PDF, 189 KB, 7 pages

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AI Insights: Prompt Risks (HTML)

HTML

PDF, 148 KB, 4 pages

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AI Insights: Agentic AI (HTML)

HTML

PDF, 170 KB, 14 pages

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AI Insights: Agentic RAG (HTML)

HTML

PDF, 121 KB, 5 pages

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AI Insights: Agentic Workflow (HTML)

HTML

PDF, 127 KB, 7 pages

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AI Insights: Integrated Agents (HTML)

HTML

PDF, 138 KB, 5 pages

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AI Insights: AI Coding Assistants for developers in HMG (HTML)

HTML

PDF, 300 KB, 12 pages

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AI Insights: Using AI to manage the digital heap (HTML)

HTML

PDF, 341 KB, 27 pages

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AI Insights: RAG Systems (HTML)

HTML

PDF, 542 KB, 10 pages

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AI Insights: Model Distillation (HTML)

HTML

PDF, 569 KB, 9 pages

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Details

This series complements the AI Playbook for the UK Government and its by focusing on technical topics that were not discussed in the playbook. It explains the terminology and concepts around AI and machine learning (ML), and provides practical advice on how to implement AI solutions in the public sector.

Updates to this page

Published 10 February 2025
Last updated 13 March 2026 show all updates

  1. AI Insights: Large language models (LLMs) Bias published.

  2. AI Insights: Model Distillation published.

  3. AI Insights: RAG Systems published.

  4. Added the document: AI Insights: Using AI to manage the digital heap.

  5. Added the document: AI Insights: AI Coding Assistants for developers in HMG

  6. Added the following documents: AI Insights: Agentic AI AI Insights: Agentic RAG AI Insights: Agentic Workflow AI Insights: Integrated Agents

  7. First published.

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