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Add post: OpenTelemetry agentic AI spec changes and Azure AI Foundry observability#19

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Add post: OpenTelemetry agentic AI spec changes and Azure AI Foundry observability#19
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Covers the latest OpenTelemetry GenAI semantic conventions for multi-agent
systems, the Microsoft/Cisco collaboration on new spans and attributes,
Azure AI Foundry + Application Insights integration, and the telemetry
challenges that remain for agentic AI observability.

https://claude.ai/code/session_01VoHVD1nxXpDm4SQshywbZQ

…observability

Covers the latest OpenTelemetry GenAI semantic conventions for multi-agent
systems, the Microsoft/Cisco collaboration on new spans and attributes,
Azure AI Foundry + Application Insights integration, and the telemetry
challenges that remain for agentic AI observability.

https://claude.ai/code/session_01VoHVD1nxXpDm4SQshywbZQ
Copilot AI review requested due to automatic review settings February 9, 2026 15:04
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Pull request overview

Adds a new Quarto blog post explaining recent OpenTelemetry GenAI semantic convention updates for multi-agent systems and how Azure AI Foundry/Application Insights are adopting them for agent observability.

Changes:

  • Introduces a new post covering why traditional telemetry struggles with agentic AI and what the GenAI spec adds for agents/tools/tasks.
  • Summarizes Microsoft/Cisco Outshift contributions to multi-agent span/attribute proposals and their status in the spec.
  • Describes Azure AI Foundry + Application Insights integration and remaining observability challenges (cost/content, evaluation, visualization, stability, sensitive data).

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Comment on lines +17 to +19
::: {.callout-note appearance="simple"}
This post was developed with the help of AI based on my research.
:::
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AI-assisted posts elsewhere include a link to the AI Content Labels page in this same callout (e.g., posts/agentic-diagramming/index.qmd:16 and posts/agentic-decomposition/index.qmd:16). Consider adding that link here as well so readers can understand what “AI Assisted” means in your labeling scheme.

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Comment on lines +79 to +84
| Tool Type | Description |
|-----------|-------------|
| `extension` | Agent-side tool calling external APIs directly |
| `function` | Client-side tool where the agent generates parameters and the client executes |
| `datastore` | Tool for accessing structured/unstructured data (RAG, knowledge bases) |

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The tool-type table has an extra leading pipe on each row (e.g., || Tool Type | Description |), which will render as an unintended empty first column in Markdown/Quarto. Remove the extra leading | so the table renders correctly.

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This is where the spec meets implementation. [Azure AI Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup) stores traces in Azure Application Insights using these OpenTelemetry semantic conventions. The integration is straightforward. Here's the core setup in Python:

```python
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This fenced block is marked as python but contains a pip install ... shell command. Consider changing the fence to bash/sh (or plain) so the syntax highlighting and copy/paste expectation matches the content.

Suggested change
```python
```bash

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---

::: {.callout-note appearance="simple"}
This post was developed with the help of AI based on my research.
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The callout text has a minor grammar issue: “AI based” should be hyphenated as “AI-based”.

Suggested change
This post was developed with the help of AI based on my research.
This post was developed with the help of AI-based on my research.

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