Publish Cloud-OpsBench v1.0.0 benchmark artifacts (part 77)

Source: https://github.com/LLM4Ops/Cloud-OpsBench/tree/ea05dafbc87b5985df8721622d63d4229c2b4224

process-label/boutique/scheduling/19/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/19",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/emailservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "emailservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-bb4fd5fd6-fq5hz"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-bb4fd5fd6-fq5hz"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "emailservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/2/milestone.json

@@ -0,0 +1,215 @@
+{
+  "case_id": "boutique/scheduling/2",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/checkoutservice",
+    "root_cause": "node_cordon_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "checkoutservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=checkoutservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-8445f8b6cb-9tn5x"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-8445f8b6cb-lwccw"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-8445f8b6cb-mbgpt"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-8445f8b6cb-rbllp"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_node_state_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "master"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-01"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-02"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-03"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/20/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/20",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6ffb85fd4-fc6tb"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6ffb85fd4-fc6tb"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "frontend"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/21/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/21",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/paymentservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "paymentservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6cff9d48f4-mwggd"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=paymentservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6cff9d48f4-mwggd"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "paymentservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/22/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/22",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/productcatalogservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "productcatalogservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-5d475f9fb-7nrnf"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-5d475f9fb-7nrnf"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "productcatalogservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/23/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/23",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/recommendationservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "recommendationservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-94fcdb6bd-gshxk"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-94fcdb6bd-gshxk"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "recommendationservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/24/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/24",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-54754cc77c-qgnv6"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-54754cc77c-qgnv6"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/25/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/25",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/shippingservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "shippingservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-6bb75d8c98-zd62f"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=shippingservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-6bb75d8c98-zd62f"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "shippingservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/26/milestone.json

@@ -0,0 +1,137 @@
+{
+  "case_id": "boutique/scheduling/26",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/adservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "adservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "adservice-55f4bdbfc8-q5r4z"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=adservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "adservice-55f4bdbfc8-q5r4z"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "event",
+              "events"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "FailedScheduling"
+            },
+            {
+              "kind": "literal",
+              "value": "Insufficient cpu"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "adservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/27/milestone.json

@@ -0,0 +1,137 @@
+{
+  "case_id": "boutique/scheduling/27",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/cartservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "cartservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-5cddc7cc77-cxhfn"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=cartservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-5cddc7cc77-cxhfn"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "event",
+              "events"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "FailedScheduling"
+            },
+            {
+              "kind": "literal",
+              "value": "Insufficient cpu"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "cartservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/28/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/28",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/checkoutservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "checkoutservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-7587897bf4-m6x7w"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=checkoutservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-7587897bf4-m6x7w"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "checkoutservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/29/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/29",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/currencyservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "currencyservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6669d77476-7l6wl"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=currencyservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6669d77476-7l6wl"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "currencyservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/3/milestone.json

@@ -0,0 +1,191 @@
+{
+  "case_id": "boutique/scheduling/3",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/emailservice",
+    "root_cause": "node_cordon_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "emailservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-b78fc569b-k97zm"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-b78fc569b-vz8nv"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_node_state_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "master"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-01"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-02"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-03"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/30/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/30",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/emailservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "emailservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-6cc965cc46-x4xnv"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-6cc965cc46-x4xnv"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "emailservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/31/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/31",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-849b4c58f6-vnz5p"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-849b4c58f6-vnz5p"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "frontend"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/32/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/32",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/paymentservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "paymentservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6d68bc998-996g5"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=paymentservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6d68bc998-996g5"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "paymentservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/33/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/33",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/recommendationservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "recommendationservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-7d45bcf848-mzsmj"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-7d45bcf848-mzsmj"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "recommendationservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/34/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/34",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/shippingservice",
+    "root_cause": "cpu_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "shippingservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-5449885c98-jtww7"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=shippingservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-5449885c98-jtww7"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "shippingservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/35/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/35",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/cartservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "cartservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-7f8574fc8d-gv26b"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=cartservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-7f8574fc8d-gv26b"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "cartservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/36/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/36",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/checkoutservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "checkoutservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-86b8558dc-wbpvr"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=checkoutservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-86b8558dc-wbpvr"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "checkoutservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/37/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/37",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/currencyservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "currencyservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6dddb8ccb5-4hbm5"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=currencyservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6dddb8ccb5-4hbm5"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "currencyservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/38/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/38",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-54565b4ccc-9hn89"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-54565b4ccc-9hn89"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "frontend"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/39/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/39",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/paymentservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "paymentservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-9c44ddcbf-g9t92"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=paymentservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-9c44ddcbf-g9t92"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "paymentservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/4/milestone.json

@@ -0,0 +1,215 @@
+{
+  "case_id": "boutique/scheduling/4",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "node_cordon_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6778bd7b8b-97ct2"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6778bd7b8b-cvphb"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6778bd7b8b-fxkmb"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6778bd7b8b-svvtj"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_node_state_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "master"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-01"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-02"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-03"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/40/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/40",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/productcatalogservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "productcatalogservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-c589fc787-gf9w5"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-c589fc787-gf9w5"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "productcatalogservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/41/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/41",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/recommendationservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "recommendationservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-7f9977467f-t66vg"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-7f9977467f-t66vg"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "recommendationservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/42/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/42",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-d9c95f94d-tshkh"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-d9c95f94d-tshkh"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/43/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/43",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/shippingservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "shippingservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-c57f8c997-nmvm2"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=shippingservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-c57f8c997-nmvm2"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "shippingservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/44/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/44",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/cartservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "cartservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-985bc9ccd-nb525"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=cartservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-985bc9ccd-nb525"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "cartservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/45/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/45",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/checkoutservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "checkoutservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-77499d48c9-5ggrs"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=checkoutservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "checkoutservice-77499d48c9-5ggrs"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "checkoutservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/46/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/46",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/emailservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "emailservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-7b8b9859b5-8sw52"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-7b8b9859b5-8sw52"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "emailservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/47/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/47",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-9cf46975c-6lhkj"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-9cf46975c-6lhkj"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "frontend"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/48/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/48",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/paymentservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "paymentservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6bb6859449-wfld5"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=paymentservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-6bb6859449-wfld5"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "paymentservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/49/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/49",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/productcatalogservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "productcatalogservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-d84897895-bvcdj"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-d84897895-bvcdj"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "productcatalogservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/5/milestone.json

@@ -0,0 +1,215 @@
+{
+  "case_id": "boutique/scheduling/5",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/paymentservice",
+    "root_cause": "node_cordon_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "paymentservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=paymentservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-78c5996648-lgxtf"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-78c5996648-rjkp5"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-78c5996648-t7ckh"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "paymentservice-78c5996648-t82nf"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_node_state_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "master"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-01"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-02"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-03"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/50/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/50",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/recommendationservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "recommendationservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-79579f557f-vjbwq"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-79579f557f-vjbwq"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "recommendationservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/51/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/51",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-56496f856-rzsz7"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-56496f856-rzsz7"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/52/milestone.json

@@ -0,0 +1,117 @@
+{
+  "case_id": "boutique/scheduling/52",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/shippingservice",
+    "root_cause": "memory_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "shippingservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-5d5dbb88bf-vmczd"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=shippingservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "shippingservice-5d5dbb88bf-vmczd"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_capacity_confirmation",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "shippingservice"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/53/milestone.json

@@ -0,0 +1,234 @@
+{
+  "case_id": "boutique/scheduling/53",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "pvc_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-f2skx"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-f2skx"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "pvc_binding_state",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pvc"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "event",
+              "events"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "FailedScheduling"
+            },
+            {
+              "kind": "literal",
+              "value": "persistentvolumeclaim"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_capacity_discriminator",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pv"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M3",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/54/milestone.json

@@ -0,0 +1,234 @@
+{
+  "case_id": "boutique/scheduling/54",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "pvc_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-krnq9"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-krnq9"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "pvc_binding_state",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pvc"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "event",
+              "events"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "FailedScheduling"
+            },
+            {
+              "kind": "literal",
+              "value": "persistentvolumeclaim"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_capacity_discriminator",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pv"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M3",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/55/milestone.json

@@ -0,0 +1,234 @@
+{
+  "case_id": "boutique/scheduling/55",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "pvc_capacity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-7vdqn"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-68db7b6f97-7vdqn"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "pvc_binding_state",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pvc"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pvc",
+              "persistentvolumeclaim",
+              "persistentvolumeclaims"
+            ],
+            "name": "redis-cart-pvc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "event",
+              "events"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "FailedScheduling"
+            },
+            {
+              "kind": "literal",
+              "value": "persistentvolumeclaim"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_capacity_discriminator",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart-pv"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pv",
+              "persistentvolume",
+              "persistentvolumes"
+            ],
+            "name": "redis-cart-pv"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M3",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/56/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/56",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/adservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "adservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "adservice-5db445fc48-txrtd"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=adservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "adservice-5db445fc48-txrtd"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "adservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/57/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/57",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/cartservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "cartservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-6dc446b96c-bpxgc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=cartservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "cartservice-6dc446b96c-bpxgc"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "cartservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/58/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/58",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/currencyservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "currencyservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6999d4d666-c4bs8"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=currencyservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "currencyservice-6999d4d666-c4bs8"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "currencyservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/59/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/59",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/emailservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "emailservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-df95f74cd-srzrm"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "emailservice-df95f74cd-srzrm"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "emailservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/6/milestone.json

@@ -0,0 +1,203 @@
+{
+  "case_id": "boutique/scheduling/6",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/productcatalogservice",
+    "root_cause": "node_cordon_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "productcatalogservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-ddb46fc86-2fqgv"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-ddb46fc86-69krc"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-ddb46fc86-xm7ln"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "root_cause_node_state_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "SchedulingDisabled"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "master"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-01"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-02"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "name": "worker-03"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3"
+    ]
+  }
+}

process-label/boutique/scheduling/60/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/60",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/frontend",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "frontend"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6499cbd48d-5859c"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "frontend-6499cbd48d-5859c"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "frontend"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/61/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/61",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/productcatalogservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "productcatalogservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-799cc5ccb4-fnxqw"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "productcatalogservice-799cc5ccb4-fnxqw"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "productcatalogservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "kubernetes.io/hostname=worker-01"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/62/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/62",
+  "namespace": "boutique",
+  "query": "Partial Service Unreachability.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/recommendationservice",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "recommendationservice"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-f498857d6-rv5bj"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "recommendationservice-f498857d6-rv5bj"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "recommendationservice"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "kubernetes.io/hostname=worker-01"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}

process-label/boutique/scheduling/63/milestone.json

@@ -0,0 +1,162 @@
+{
+  "case_id": "boutique/scheduling/63",
+  "namespace": "boutique",
+  "query": "Service Availability Disruption.",
+  "result": {
+    "fault_taxonomy": "Scheduling_Fault",
+    "fault_object": "app/redis-cart",
+    "root_cause": "node_affinity_mismatch"
+  },
+  "milestones": [
+    {
+      "id": "M1",
+      "role": "primary_scheduling_symptom",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ]
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "redis-cart"
+            },
+            {
+              "kind": "literal",
+              "value": "Pending"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-6b998586b5-mwkcl"
+          },
+          "evidence_patterns": []
+        },
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "label_selector": "app=redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M2",
+      "role": "scheduler_reason",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "DescribeResource",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "pod",
+              "pods"
+            ],
+            "name": "redis-cart-6b998586b5-mwkcl"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M3",
+      "role": "constraint_policy_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetAppYAML",
+          "arguments": {
+            "app_name": "redis-cart"
+          },
+          "evidence_patterns": []
+        }
+      ]
+    },
+    {
+      "id": "M4",
+      "role": "root_cause_node_label_evidence",
+      "admissible_tool_uses": [
+        {
+          "tool_name": "GetResources",
+          "arguments": {
+            "namespace": "boutique",
+            "resource_type": [
+              "node",
+              "nodes"
+            ],
+            "show_labels": true
+          },
+          "evidence_patterns": [
+            {
+              "kind": "literal",
+              "value": "LABELS"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-01"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-02"
+            },
+            {
+              "kind": "literal",
+              "value": "worker-03"
+            },
+            {
+              "kind": "literal",
+              "value": "env=dev"
+            }
+          ]
+        },
+        {
+          "tool_name": "GetClusterConfiguration",
+          "arguments": {},
+          "evidence_patterns": []
+        }
+      ]
+    }
+  ],
+  "dependency_edges": [
+    {
+      "from": "M1",
+      "to": "M2",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M3",
+      "relation": "precedes"
+    },
+    {
+      "from": "M2",
+      "to": "M4",
+      "relation": "precedes"
+    }
+  ],
+  "completion_formula": {
+    "all": [
+      "M1",
+      "M2",
+      "M3",
+      "M4"
+    ]
+  }
+}