Files
semantic-kernel/python/samples
Tao Chen dfbc993d8f Python: Remove orchestration persona adaptation messages (#12446)
### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
information:
  1. Why is this change required?
  2. What problem does it solve?
  3. What scenario does it contribute to?
  4. If it fixes an open issue, please link to the issue here.
-->
We previously found that agents might get carried away from in long
contexts. The persona adaptation messages were designed to steer the
agents in an orchestration to respond more closely to the instructions
provided (as system message).

As we perform more testing with newer models, we believe that the
persona adaptation messages are no longer necessary. The additional
instability (because they are hardcoded messages that devs can't
override) and cost (the additional token cost which is not significant,
but they do pollute the context which makes debugging difficult) they
introduce is not worth the benefit they provide.


Closing #12294 


> Ideally, we'd want to approach this more analytically. The lack of a
multi-agent evaluation process makes it difficult. All samples were
verified to make sure they behave the same before and after the removal
of the persona adaptation messages.

### Description

<!-- Describe your changes, the overall approach, the underlying design.
These notes will help understanding how your code works. Thanks! -->
1. Remove the persona adaptation messages.
2. Unit tests.
3. Replace `OpenAIChatCompletion` with `AzureChatCompletion` in some of
the samples.

### Contribution Checklist

<!-- Before submitting this PR, please make sure: -->

- [x] The code builds clean without any errors or warnings
- [x] The PR follows the [SK Contribution
Guidelines](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md)
and the [pre-submission formatting
script](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md#development-scripts)
raises no violations
- [x] All unit tests pass, and I have added new tests where possible
- [x] I didn't break anyone 😄
2025-06-11 15:58:21 +00:00
..

Semantic Kernel Samples

Type Description
getting_started Take this step by step tutorial to get started with Semantic Kernel and get introduced to the key concepts.
getting_started_with_agents Take this step by step tutorial to get started with Semantic Kernel Agents and get introduced to the key concepts.
getting_started_with_processes Take this step by step tutorial to get started with Semantic Kernel Processes and get introduced to the key concepts.
concepts This section contains focused samples which illustrate all of the concepts included in Semantic Kernel.
demos Look here to find a sample which demonstrate how to use many of Semantic Kernel features.
learn_resources Code snippets that are related to online documentation sources like Microsoft Learn, DevBlogs and others