diff --git a/docs/orchestration/agent_inventory_margin_ranking_reliability_20260524.json b/docs/orchestration/agent_inventory_margin_ranking_reliability_20260524.json
index a0fd84f..5697200 100644
--- a/docs/orchestration/agent_inventory_margin_ranking_reliability_20260524.json
+++ b/docs/orchestration/agent_inventory_margin_ranking_reliability_20260524.json
@@ -42,7 +42,8 @@
       "follow-up period keeps margin intent",
       "cost-basis follow-up does not leak technical garbage",
       "period expansion keeps inventory margin context",
-      "account 41 guard does not become fixed-assets analysis"
+      "account 41 guard does not become fixed-assets analysis",
+      "selected-object and pronoun follow-ups keep the ranked item as focus_object"
     ],
     "must_not_have": [
       "fixed assets leak",
@@ -219,6 +220,79 @@
             "банк.{0,80}(источник|достаточ|марж)",
             "route_id|capability_id|runtime_|debug"
           ]
+        },
+        {
+          "step_id": "step_06_pronoun_selected_item_supplier",
+          "title": "Pronoun selected-item supplier follow-up keeps ranked item",
+          "question": "А по этой позиции кто поставщик?",
+          "depends_on": [
+            "step_05_account_41_not_01"
+          ],
+          "node_role": "critical_child",
+          "paraphrase_family": "pronoun_followup",
+          "semantic_tags": [
+            "inventory_margin_ranking",
+            "selected_object",
+            "pronoun_followup",
+            "supplier_followup",
+            "focus_object"
+          ],
+          "expected_intents": [
+            "inventory_purchase_provenance_for_item"
+          ],
+          "expected_capability": "inventory_inventory_purchase_provenance_for_item",
+          "expected_recipe": "address_inventory_purchase_provenance_for_item_v1",
+          "expected_result_mode": "selected_object_purchase_provenance_or_honest_boundary",
+          "expected_business_answer_contract": "margin_profitability_v1",
+          "required_answer_shape": "direct_answer_first",
+          "required_state_objects": [
+            "focus_object"
+          ],
+          "required_answer_patterns_any": [
+            "Флаг геральдический|по этой позиции|поставщик|закуп|поступлен|не найден|не подтвержд"
+          ],
+          "forbidden_answer_patterns": [
+            "амортизац",
+            "объект ОС",
+            "основн.{0,20}средств",
+            "route_id|capability_id|runtime_|debug"
+          ]
+        },
+        {
+          "step_id": "step_07_ui_selected_item_purchase_document",
+          "title": "UI selected-object purchase document follow-up keeps ranked item",
+          "question": "По выбранному объекту \"{{step_outputs.step_06_pronoun_selected_item_supplier.focus_object.label}}\": каким документом подтверждена закупка?",
+          "depends_on": [
+            "step_06_pronoun_selected_item_supplier"
+          ],
+          "node_role": "critical_child",
+          "paraphrase_family": "ui_selected_object",
+          "semantic_tags": [
+            "inventory_margin_ranking",
+            "selected_object",
+            "ui_selected_object",
+            "purchase_document_followup",
+            "focus_object"
+          ],
+          "expected_intents": [
+            "inventory_purchase_provenance_for_item",
+            "inventory_purchase_documents_for_item"
+          ],
+          "expected_result_mode": "selected_object_purchase_documents_or_honest_boundary",
+          "expected_business_answer_contract": "margin_profitability_v1",
+          "required_answer_shape": "direct_answer_first",
+          "required_state_objects": [
+            "focus_object"
+          ],
+          "required_answer_patterns_any": [
+            "Флаг геральдический|документ|поступлен|регистратор|накладн|закуп|не найден|не подтвержд"
+          ],
+          "forbidden_answer_patterns": [
+            "амортизац",
+            "объект ОС",
+            "основн.{0,20}средств",
+            "route_id|capability_id|runtime_|debug"
+          ]
         }
       ]
     }
diff --git a/llm_normalizer/data/autorun_generators/history.json b/llm_normalizer/data/autorun_generators/history.json
index d816640..f640d61 100644
--- a/llm_normalizer/data/autorun_generators/history.json
+++ b/llm_normalizer/data/autorun_generators/history.json
@@ -1,4 +1,60 @@
 [
+  {
+    "generation_id": "gen-ag06020818-4993c6",
+    "created_at": "2026-06-02T08:18:38+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | inventory margin ranking follow-up proof",
+    "count": 7,
+    "domain": "inventory_margin_ranking",
+    "questions": [
+      "Какая номенклатура товара реализована с высокой прибылью, а какая с низкой?",
+      "май 2020",
+      "Покажи найденные строки себестоимостной базы.",
+      "Расширь до 2017 год.",
+      "Анализ по 41 счету, а не по 01.",
+      "А по этой позиции кто поставщик?",
+      "По выбранному объекту \"{{step_outputs.step_06_pronoun_selected_item_supplier.focus_object.label}}\": каким документом подтверждена закупка?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260602081838_gen-ag06020818-4993c6.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260602081838_gen-ag06020818-4993c6.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "inventory-margin-ranking-selected-object-followups",
+      "architecture_phase": "assistant-stage1",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_inventory_margin_ranking_reliability_20260524.json",
+      "scenario_id": null,
+      "semantic_tags": [
+        "account_family_guard",
+        "carryover",
+        "domain_purity",
+        "evidence_followup",
+        "focus_object",
+        "inventory_margin_ranking",
+        "needs_period",
+        "no_fixed_assets",
+        "period_expansion",
+        "period_followup",
+        "pronoun_followup",
+        "purchase_document_followup",
+        "selected_object",
+        "supplier_followup",
+        "ui_selected_object"
+      ],
+      "validation_status": "accepted_domain_pack_loop",
+      "validated_run_dir": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9",
+      "saved_after_validated_replay": true
+    }
+  },
   {
     "generation_id": "gen-ag06020725-192110",
     "created_at": "2026-06-02T07:25:31+00:00",
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260602081838_gen-ag06020818-4993c6.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260602081838_gen-ag06020818-4993c6.json
new file mode 100644
index 0000000..1dbe9df
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260602081838_gen-ag06020818-4993c6.json
@@ -0,0 +1,211 @@
+{
+  "saved_at": "2026-06-02T08:18:38+00:00",
+  "generation_id": "gen-ag06020818-4993c6",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | inventory margin ranking follow-up proof",
+  "agent_run": true,
+  "questions": [
+    "Какая номенклатура товара реализована с высокой прибылью, а какая с низкой?",
+    "май 2020",
+    "Покажи найденные строки себестоимостной базы.",
+    "Расширь до 2017 год.",
+    "Анализ по 41 счету, а не по 01.",
+    "А по этой позиции кто поставщик?",
+    "По выбранному объекту \"{{step_outputs.step_06_pronoun_selected_item_supplier.focus_object.label}}\": каким документом подтверждена закупка?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "inventory-margin-ranking-selected-object-followups",
+    "architecture_phase": "assistant-stage1",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_inventory_margin_ranking_reliability_20260524.json",
+    "scenario_id": null,
+    "semantic_tags": [
+      "account_family_guard",
+      "carryover",
+      "domain_purity",
+      "evidence_followup",
+      "focus_object",
+      "inventory_margin_ranking",
+      "needs_period",
+      "no_fixed_assets",
+      "period_expansion",
+      "period_followup",
+      "pronoun_followup",
+      "purchase_document_followup",
+      "selected_object",
+      "supplier_followup",
+      "ui_selected_object"
+    ],
+    "validation_status": "accepted_domain_pack_loop",
+    "validated_run_dir": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_domain_pack_loop",
+      "validated_run_dir": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9",
+      "final_status": "accepted",
+      "loop_id": "agent_inventory_margin_ranking_reliability_20260602_p9",
+      "target_score": 90,
+      "iterations_ran": 1,
+      "quality_score": 93,
+      "repair_target_count": 0,
+      "repair_target_severity_counts": {
+        "P0": 0,
+        "P1": 0,
+        "P2": 0
+      },
+      "accepted_gate": true,
+      "effective_runtime": {
+        "manifest_path": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9\\effective_runtime.json",
+        "runner": "domain_case_loop.run-pack-loop",
+        "git_sha": "d77bcbe482d5091a84ae176c79bc8ef3558bbb32",
+        "backend_url": "http://127.0.0.1:8787",
+        "mcp_proxy_url": "http://127.0.0.1:6003",
+        "llm_provider": "local",
+        "llm_model": "unsloth/qwen3-30b-a3b-instruct-2507",
+        "temperature": 0.8,
+        "max_output_tokens": 900,
+        "prompt_version": "normalizer_v2_0_2",
+        "prompt_source": "file",
+        "prompt_hash": "f36e36a5e491cd24511b380e0c0059cb01aea5e2af738fb9f01671cd291735c1",
+        "prompt_registry_status": "pass"
+      },
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Какая номенклатура товара реализована с высокой прибылью, а какая с низкой?",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "май 2020",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "Покажи найденные строки себестоимостной базы.",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "Расширь до 2017 год.",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "Анализ по 41 счету, а не по 01.",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "А по этой позиции кто поставщик?",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-007",
+        "role": "user",
+        "text": "По выбранному объекту \"{{step_outputs.step_06_pronoun_selected_item_supplier.focus_object.label}}\": каким документом подтверждена закупка?",
+        "created_at": "2026-06-02T08:18:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "inventory-margin-ranking-selected-object-followups",
+      "architecture_phase": "assistant-stage1",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_inventory_margin_ranking_reliability_20260524.json",
+      "scenario_id": null,
+      "semantic_tags": [
+        "account_family_guard",
+        "carryover",
+        "domain_purity",
+        "evidence_followup",
+        "focus_object",
+        "inventory_margin_ranking",
+        "needs_period",
+        "no_fixed_assets",
+        "period_expansion",
+        "period_followup",
+        "pronoun_followup",
+        "purchase_document_followup",
+        "selected_object",
+        "supplier_followup",
+        "ui_selected_object"
+      ],
+      "validation_status": "accepted_domain_pack_loop",
+      "validated_run_dir": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_domain_pack_loop",
+        "validated_run_dir": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9",
+        "final_status": "accepted",
+        "loop_id": "agent_inventory_margin_ranking_reliability_20260602_p9",
+        "target_score": 90,
+        "iterations_ran": 1,
+        "quality_score": 93,
+        "repair_target_count": 0,
+        "repair_target_severity_counts": {
+          "P0": 0,
+          "P1": 0,
+          "P2": 0
+        },
+        "accepted_gate": true,
+        "effective_runtime": {
+          "manifest_path": "artifacts\\domain_runs\\agent_inventory_margin_ranking_reliability_20260602_p9\\effective_runtime.json",
+          "runner": "domain_case_loop.run-pack-loop",
+          "git_sha": "d77bcbe482d5091a84ae176c79bc8ef3558bbb32",
+          "backend_url": "http://127.0.0.1:8787",
+          "mcp_proxy_url": "http://127.0.0.1:6003",
+          "llm_provider": "local",
+          "llm_model": "unsloth/qwen3-30b-a3b-instruct-2507",
+          "temperature": 0.8,
+          "max_output_tokens": 900,
+          "prompt_version": "normalizer_v2_0_2",
+          "prompt_source": "file",
+          "prompt_hash": "f36e36a5e491cd24511b380e0c0059cb01aea5e2af738fb9f01671cd291735c1",
+          "prompt_registry_status": "pass"
+        },
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260602081838_gen-ag06020818-4993c6.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260602081838_gen-ag06020818-4993c6.json
new file mode 100644
index 0000000..9bf863d
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260602081838_gen-ag06020818-4993c6.json
@@ -0,0 +1,46 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag06020818-4993c6",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-06-02T08:18:38+00:00",
+  "generation_id": "gen-ag06020818-4993c6",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | inventory margin ranking follow-up proof",
+  "domain": "inventory_margin_ranking",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | inventory margin ranking follow-up proof",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Какая номенклатура товара реализована с высокой прибылью, а какая с низкой?"
+        },
+        {
+          "user_message": "май 2020"
+        },
+        {
+          "user_message": "Покажи найденные строки себестоимостной базы."
+        },
+        {
+          "user_message": "Расширь до 2017 год."
+        },
+        {
+          "user_message": "Анализ по 41 счету, а не по 01."
+        },
+        {
+          "user_message": "А по этой позиции кто поставщик?"
+        },
+        {
+          "user_message": "По выбранному объекту \"{{step_outputs.step_06_pronoun_selected_item_supplier.focus_object.label}}\": каким документом подтверждена закупка?"
+        }
+      ]
+    }
+  ]
+}