Python: Remove duplicate samples

python/README.md

@@ -233,7 +233,7 @@ if __name__ == "__main__":
     asyncio.run(main())
 ```
 
-For more advanced orchestration patterns including Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations, see the [orchestration samples](samples/02-agents/orchestrations).
+For more advanced orchestration patterns including Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations, see the [orchestration samples](samples/03-workflows/orchestrations).
 
 ## More Examples & Samples
 

python/packages/core/README.md

@@ -213,7 +213,7 @@ if __name__ == "__main__":
     asyncio.run(main())
 ```
 
-**Note**: Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations are available. See examples in [orchestration samples](../../samples/02-agents/orchestrations).
+**Note**: Sequential, Concurrent, Group Chat, Handoff, and Magentic orchestrations are available. See examples in [orchestration samples](../../samples/03-workflows/orchestrations).
 
 ## More Examples & Samples
 

python/packages/devui/frontend/src/data/gallery/sample-entities.ts

@@ -30,7 +30,7 @@ export const SAMPLE_ENTITIES: SampleEntity[] = [
     description:
       "Weather agent using Azure AI Agent (Foundry) with Azure CLI authentication",
     type: "agent",
-    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/getting_started/devui/foundry_agent/agent.py",
+    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/02-agents/devui/foundry_agent/agent.py",
     tags: ["azure-ai", "foundry", "tools"],
     author: "Microsoft",
     difficulty: "beginner",
@@ -61,7 +61,7 @@ export const SAMPLE_ENTITIES: SampleEntity[] = [
     description:
       "Weather agent using Azure OpenAI with API key authentication",
     type: "agent",
-    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/getting_started/devui/weather_agent_azure/agent.py",
+    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/02-agents/devui/weather_agent_azure/agent.py",
     tags: ["azure", "openai", "tools"],
     author: "Microsoft",
     difficulty: "beginner",
@@ -99,7 +99,7 @@ export const SAMPLE_ENTITIES: SampleEntity[] = [
     description:
       "5-step workflow demonstrating email spam detection with branching logic",
     type: "workflow",
-    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/getting_started/devui/spam_workflow/workflow.py",
+    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/02-agents/devui/spam_workflow/workflow.py",
     tags: ["workflow", "branching", "multi-step"],
     author: "Microsoft",
     difficulty: "beginner",
@@ -117,7 +117,7 @@ export const SAMPLE_ENTITIES: SampleEntity[] = [
     description:
       "Advanced data processing workflow with parallel validation, transformation, and quality assurance stages",
     type: "workflow",
-    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/getting_started/devui/fanout_workflow/workflow.py",
+    url: "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/samples/02-agents/devui/fanout_workflow/workflow.py",
     tags: ["workflow", "fan-out", "fan-in", "parallel"],
     author: "Microsoft",
     difficulty: "advanced",

python/packages/lab/gaia/agent_framework_lab_gaia/gaia.py

@@ -186,7 +186,7 @@ def is_float(x: Any) -> bool:
 
     if is_float(ground_truth):
         # numeric exact match after normalization
-        return _normalize_number_str(model_answer) == float(ground_truth)
+        return abs(_normalize_number_str(model_answer) - float(ground_truth)) < 1e-6
     if any(ch in ground_truth for ch in [",", ";"]):
         # list with per-element compare (number or string)
         gt_elems = _split_string(ground_truth)
@@ -196,7 +196,7 @@ def is_float(x: Any) -> bool:
         comparisons = []
         for ma, gt in zip(ma_elems, gt_elems, strict=False):
             if is_float(gt):
-                comparisons.append(_normalize_number_str(ma) == float(gt))
+                comparisons.append(abs(_normalize_number_str(ma) - float(gt)) < 1e-6)
             else:
                 comparisons.append(_normalize_str(ma, remove_punct=False) == _normalize_str(gt, remove_punct=False))
         return all(comparisons)

python/samples/02-agents/mcp/agent_as_mcp_server.py

@@ -17,7 +17,7 @@
         "agent-framework": {
             "command": "uv",
             "args": [
-                "--directory=<path to project>/agent-framework/python/samples/getting_started/mcp",
+                "--directory=<path to project>/agent-framework/python/samples/02-agents/mcp",
                 "run",
                 "agent_as_mcp_server.py"
             ],