Showing posts with label copilot. Show all posts
Showing posts with label copilot. Show all posts

Saturday, September 28, 2024

Dynamics 365 and Power Platform monthly reading list September 2024

 2024 Release Wave 2

Release plans for 2024 release wave 2 are now publicly available - Release plans for Dynamics 365, Power Platform, and Cloud for Industry - Dynamics 365 | Microsoft Learn - from July 29th, early access will be available for activation - other key dates for 2024 release wave 2 are also available . Also check out the videos like Dynamics 365 Service 2024 Release Wave 2 or Dynamics 365 and Power Platform 2024 Release Wave 2 - these might also contain features/functionality which are not listed in the release plans.

Copilots, AI and machine learning

Technical topics (Configuration, customization and extensibility)
Topics for Dynamics 365 Business Applications Platform consultants, project managers and power users

Sunday, July 28, 2024

How to improve your blog posts with Microsoft Copilot

 Here is a little trick that I found on how you can improve your blogposts with Microsoft Copilot. Use this two prompts:

  1. Prompt 1: Read the blog post below and suggest 3 questions that a reader will have that are not answered in the article: (Add URL)
  2. Prompt 2: Now answer the questions. Avoid bullet-points.
It is however to always review the answers before you just copy/paste them into your blog - the generated content might not be correct - this is referred to as Generative AI hallucinations 


Sunday, April 21, 2024

The ABC of AI: Retrieval-Augmented-Generation (RAG) and grounding

This is the first in a series of blog posts about more advanced generative AI and Large Language Model (LLM) concepts which I use as notes to myself (check out Why I blog and you might want to consider it as well)

Retrieval-augmented generation (RAG) is an AI framework that enhances the quality of responses generated by large language models (LLMs). LLMs are trained on a massive amount of data and understand statistical relationships between words but lack true comprehension of their meanings. So when faced with specific questions in a dynamic context so that is where RAG comes in.

RAG integrates information retrieval into LLM answers by using these steps:

  1. User inputs prompt: when you ask a question, RAG uses your input prompt
  2. RAG retrieves relevant information from an external knowledge base based on the user prompt
  3. RAG combines this external content with your original promt creating a richer input for the LLM
RAG and grounding are related concepts in the context of enhancing LLMs. Grounding is the process of providing LLMs with information about a specific use-case. RAG is one of the techniques which is used for grounding (another technique is dense retrieval - see Dense X Retrieval: What retrieval granularity should we use  for more details). 

Microsoft Copilot offers a good example of grounding and RAG in use. The reason why Copilot is able to give more targetted responses, is because it uses grounding to improve the specificity of the prompt. 

Copilot uses Microsoft Graph, which can retrieve information about relationships between users, activities and organizational data (like info in Power Platform/Dataverse and/or Dynamics 365, info from e-mails, chats, documents and meetings) as part of the prompt grounding process. Microsoft Copilot will use the user prompt and additional info retrieved through Microsoft and then sends it to the LLM. For more details see Microsoft Copilot for Microsoft 365 overview


The most common systems to provide external data for RAG LLMs are vector databases and feature stores.

References:

Wednesday, November 29, 2023

Dynamics 365 and Power Platform monthly reading list November 2023

 2023 Release Wave 2

Technical topics (Configuration, customization and extensibility)

Copilots, AI and machine learning

Topics for Dynamics 365 Business Applications Platform consultants, project managers and power users


Friday, July 21, 2023

Dynamics 365 and Power Platform monthly reading list July 2023

2023 Release Wave 2

Technical topics (Configuration, customization and extensibility)

Topics for Dynamics 365 Business Applications Platform consultants, project managers and power users