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29 changes: 10 additions & 19 deletions docs/tutorial-prompt-agent-quickstart.md
Original file line number Diff line number Diff line change
Expand Up @@ -862,9 +862,10 @@ Foundry portal. This preview evaluation scope evaluates a complete multi-turn
conversation from start to finish, including overall conversation quality, task
completion, and user satisfaction.

This part runs in the **Foundry portal**, not inside the AgentOps CLI. AgentOps
Accelerator still matters here: it owns the repo-controlled gate above and can
record the Foundry evaluation URL in Doctor, Cockpit, and release evidence.
This part runs in the **Foundry portal**, not inside the AgentOps CLI. Keep it
as a deeper Foundry review path, not as an extra required step in the automated
release gate. The automated gate for this tutorial remains AgentOps + azd +
Doctor evidence.

Use one of these data sources:

Expand All @@ -879,29 +880,19 @@ portal asks you to upload data, use `.agentops/data/travel-conversations.jsonl`
as the source content and adapt the column mapping in the wizard if prompted.
Later, replace that with real Foundry traces or approved conversation logs.

Run the Foundry portal evaluation when you want to review the end-to-end
Use the Foundry portal evaluation when you want to review the end-to-end
conversation experience itself:

1. Open your Foundry project in <https://ai.azure.com>.
2. Go to **Evaluation** and create a new evaluation.
3. Choose the **Full conversations (preview)** scope.
4. Select or upload the conversation dataset you want Foundry to evaluate.
5. Run the evaluation and keep the Foundry evaluation URL with the release
review.
5. Run the evaluation and review the result in Foundry.

Then paste that URL into `agentops.yaml` so AgentOps can cite it as release
evidence:

```yaml
observability:
evaluations_url: https://ai.azure.com/<your-foundry-evaluation-url>
```

Re-run Doctor when you want the evidence pack to include that link:

```powershell
agentops doctor --workspace . --evidence-pack
```
Do not block the tutorial on copying portal URLs back into `agentops.yaml`.
When Foundry exposes a stable automation path for this preview scope, AgentOps
should capture that evaluation evidence automatically instead of asking you to
paste links by hand.

Reference: [Run evaluations from the Microsoft Foundry portal](https://learn.microsoft.com/azure/foundry/how-to/evaluate-generative-ai-app#create-an-evaluation).

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