### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
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Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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
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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 😄

### Motivation and Context

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  2. What problem does it solve?
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  4. If it fixes an open issue, please link to the issue here.
-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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
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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 😄

### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
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  2. What problem does it solve?
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  4. If it fixes an open issue, please link to the issue here.
-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄

### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
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  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.
-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄

### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
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-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄

### Motivation and Context

<!-- Thank you for your contribution to the semantic-kernel repo!
Please help reviewers and future users, providing the following
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  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.
-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄

### 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.
-->

Resolves: #10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄

- Generate `semconv/v1.31.0`
- Stop generating deprecated metric semconv similar to all other
generation
- Fix acronyms:
  - `ReplicationController`
  - `ResourceQuota`

## [`v1.31.0` semantic convention release
notes](https://github.com/open-telemetry/semantic-conventions/releases/tag/v1.31.0):

<h3>🛑 Breaking changes 🛑</h3>
<ul>
<li>
<p><code>code</code>: <code>code.function.name</code> value should
contain the fully qualified function name, <code>code.namespace</code>
is now deprecated (<a
href="open-telemetry/semantic-conventions#1677"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1677/hovercard">#1677</a>)</p>
</li>
<li>
<p><code>gen-ai</code>: Introduce <code>gen_ai.output.type</code>and
deprecate <code>gen_ai.openai.request.response_format</code> (<a
href="open-telemetry/semantic-conventions#1757"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1757/hovercard">#1757</a>)</p>
</li>
<li>
<p><code>mobile</code>: Rework <code>device.app.lifecycle</code> mobile
event. (<a
href="open-telemetry/semantic-conventions#1880"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1880/hovercard">#1880</a>)<br>
The <code>device.app.lifecycle</code> event has been reworked to use
attributes instead<br>
of event body fields. The <code>ios.app.state</code> and
<code>android.app.state</code> attributes<br>
have been reintroduced to the attribute registry.</p>
</li>
<li>
<p><code>system</code>: Move CPU-related system.cpu.* metrics to CPU
namespace (<a
href="open-telemetry/semantic-conventions#1873"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1873/hovercard">#1873</a>)</p>
</li>
<li>
<p><code>k8s</code>: Change k8s.replication_controller metrics to
k8s.replicationcontroller (<a
href="open-telemetry/semantic-conventions#1848"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1848/hovercard">#1848</a>)</p>
</li>
<li>
<p><code>db</code>: Rename <code>db.system</code> to
<code>db.system.name</code> in database metrics, and update the values
to be consistent with database spans. (<a
href="open-telemetry/semantic-conventions#1581"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1581/hovercard">#1581</a>)</p>
</li>
<li>
<p><code>session</code>: Move <code>session.id</code> and
<code>session.previous_id</code> from body fields to event attributes,
and yamlize <code>session.start</code> and <code>session.end</code>
events. (<a
href="open-telemetry/semantic-conventions#1845"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1845/hovercard">#1845</a>)<br>
As part of the ongoing migration of event fields from LogRecord body to
extended/complex attributes, the <code>session.start</code> and
<code>session.end</code> events have been redefined.</p>
</li>
</ul>
<h3>💡 Enhancements 💡</h3>
<ul>
<li>
<p><code>code</code>: Mark <code>code.*</code> semantic conventions as
release candidate (<a
href="open-telemetry/semantic-conventions#1377"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1377/hovercard">#1377</a>)</p>
</li>
<li>
<p><code>gen-ai</code>: Added AI Agent Semantic Convention (<a
href="open-telemetry/semantic-conventions#1732"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1732/hovercard">#1732</a>,
<a
href="open-telemetry/semantic-conventions#1739"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1739/hovercard">#1739</a>)</p>
</li>
<li>
<p><code>db</code>: Add database-specific notes on db.operation.name and
db.collection.name for Cassandra, Cosmos DB, HBase, MongoDB, and Redis,
covering their batch/bulk terms and lack of cross-table queries. (<a
href="open-telemetry/semantic-conventions#1863"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1863/hovercard">#1863</a>,
<a
href="open-telemetry/semantic-conventions#1573"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1573/hovercard">#1573</a>)</p>
</li>
<li>
<p><code>gen-ai</code>: Adds <code>gen_ai.request.choice.count</code>
span attribute (<a
href="open-telemetry/semantic-conventions#1888"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1888/hovercard">#1888</a>)<br>
Enables recording target number of completions to generate</p>
</li>
<li>
<p><code>enduser</code>: Undeprecate 'enduser.id' and introduce new
attribute <code>enduser.pseudo.id</code> (<a
href="open-telemetry/semantic-conventions#1104"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1104/hovercard">#1104</a>)<br>
The new attribute <code>enduser.pseudo.id</code> is intended to provide
a unique identifier of a pseudonymous enduser.</p>
</li>
<li>
<p><code>k8s</code>: Add <code>k8s.hpa</code>,
<code>k8s.resourcequota</code> and
<code>k8s.replicationcontroller</code> attributes and resources (<a
href="open-telemetry/semantic-conventions#1656"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1656/hovercard">#1656</a>)</p>
</li>
<li>
<p><code>k8s</code>: How to populate resource attributes based on
attributes, labels and transformation (<a
href="open-telemetry/semantic-conventions#236"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/236/hovercard">#236</a>)</p>
</li>
<li>
<p><code>process</code>: Adjust the semantic expectations for
<code>process.executable.name</code> (<a
href="open-telemetry/semantic-conventions#1736"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1736/hovercard">#1736</a>)</p>
</li>
<li>
<p><code>otel</code>: Adds SDK self-monitoring metrics for span
processing (<a
href="open-telemetry/semantic-conventions#1631"
data-hovercard-type="pull_request"
data-hovercard-url="/open-telemetry/semantic-conventions/pull/1631/hovercard">#1631</a>)</p>
</li>
<li>
<p><code>cicd</code>: Adds a new attribute
<code>cicd.pipeline.run.url.full</code> and corrects the attribute
description of <code>cicd.pipeline.task.run.url.full</code> (<a
href="open-telemetry/semantic-conventions#1796"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1796/hovercard">#1796</a>)</p>
</li>
<li>
<p><code>user-agent</code>: Add <code>user_agent.os.name</code> and
<code>user_agent.os.version</code> attributes (<a
href="open-telemetry/semantic-conventions#1433"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1433/hovercard">#1433</a>)</p>
</li>
</ul>
<h3>🧰 Bug fixes 🧰</h3>
<ul>
<li><code>process</code>: Fix units of
process.open_file_descriptor.count and process.context_switches (<a
href="open-telemetry/semantic-conventions#1662"
data-hovercard-type="issue"
data-hovercard-url="/open-telemetry/semantic-conventions/issues/1662/hovercard">#1662</a>)</li>
</ul>

---------

Co-authored-by: Robert Pająk <[email protected]>

### 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.
-->

Resolves: microsoft#10174

This PR instruments Agent invocation operation with traces and adds an
example with tracing enabled using Console and Application Insights.

Trace operation and attribute names are based on the work in following
PR about adding AI Agent Semantic Convention to OpenTelemetry (currently
in-progress):
open-telemetry/semantic-conventions#1739.

Examples from Application Insights:

End-to-end transaction:

![image](https://github.com/user-attachments/assets/80647a3e-d2a4-4c08-8e3f-029727cb91ed)

Traces:

![image](https://github.com/user-attachments/assets/9f51c94c-3020-4106-af10-32e2a6cad023)

Trace attributes related to Agent:

![image](https://github.com/user-attachments/assets/c178bd84-812a-46cd-a8e1-f507238e7fa1)


### 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 😄