[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":217,"stockout_risks":0,"supplier_coverage":0.59,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":123,"stockout_risks":0,"supplier_coverage":0.99,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":374,"stockout_risks":0,"supplier_coverage":0.39,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":196,"stockout_risks":0,"supplier_coverage":0.58,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":345,"stockout_risks":0,"supplier_coverage":0.45,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":430,"stockout_risks":0,"supplier_coverage":0.92,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":180,"stockout_risks":0,"supplier_coverage":0.82,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":99,"stockout_risks":0,"supplier_coverage":0.77,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":475,"stockout_risks":0,"supplier_coverage":0.8,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":5,"products":393,"stockout_risks":1,"supplier_coverage":0.51,"unfulfilled_orders":10}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"5 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"1 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"10 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":6,"products":79,"stockout_risks":3,"supplier_coverage":0.44,"unfulfilled_orders":7}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 6 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 7 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":13,"products":91,"stockout_risks":1,"supplier_coverage":0.44,"unfulfilled_orders":8}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 13 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 1 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 8 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":3,"products":470,"stockout_risks":3,"supplier_coverage":0.94,"unfulfilled_orders":5}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"3 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"3 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"5 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":7,"products":147,"stockout_risks":2,"supplier_coverage":0.55,"unfulfilled_orders":4}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 7 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 2 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 4 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":14,"products":208,"stockout_risks":2,"supplier_coverage":0.66,"unfulfilled_orders":4}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 14 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 4 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":428,"stockout_risks":5,"supplier_coverage":0.35,"unfulfilled_orders":8}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"9 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"5 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"8 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":5,"products":313,"stockout_risks":4,"supplier_coverage":0.96,"unfulfilled_orders":12}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 5 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 4 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 12 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":14,"products":48,"stockout_risks":6,"supplier_coverage":0.53,"unfulfilled_orders":2}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 14 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 6 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 2 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":10,"products":376,"stockout_risks":4,"supplier_coverage":0.71,"unfulfilled_orders":1}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"10 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"4 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"1 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":17,"products":361,"stockout_risks":0,"supplier_coverage":0.37,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"17 inventory positions are below their reorder points."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":2,"products":198,"stockout_risks":0,"supplier_coverage":0.72,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 2 low-stock positions."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":25,"products":422,"stockout_risks":0,"supplier_coverage":0.89,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 25 eligible inventory shortages."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":432,"stockout_risks":0,"supplier_coverage":0.99,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"9 inventory positions are below their reorder points."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":1,"products":439,"stockout_risks":0,"supplier_coverage":0.85,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 1 low-stock positions."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":18,"products":161,"stockout_risks":0,"supplier_coverage":0.62,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 18 eligible inventory shortages."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":6,"products":333,"stockout_risks":0,"supplier_coverage":1.0,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"6 inventory positions are below their reorder points."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":5,"products":252,"stockout_risks":0,"supplier_coverage":0.72,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 5 low-stock positions."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":140,"stockout_risks":0,"supplier_coverage":0.8,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 9 eligible inventory shortages."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":21,"products":472,"stockout_risks":0,"supplier_coverage":0.55,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"21 inventory positions are below their reorder points."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":85,"stockout_risks":0,"supplier_coverage":0.62,"unfulfilled_orders":4}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"4 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":18,"stockout_risks":0,"supplier_coverage":0.45,"unfulfilled_orders":4}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 4 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":403,"stockout_risks":0,"supplier_coverage":0.57,"unfulfilled_orders":7}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The store has 7 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":365,"stockout_risks":0,"supplier_coverage":0.44,"unfulfilled_orders":13}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"13 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":440,"stockout_risks":0,"supplier_coverage":0.55,"unfulfilled_orders":6}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 6 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":267,"stockout_risks":0,"supplier_coverage":0.53,"unfulfilled_orders":8}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The store has 8 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":170,"stockout_risks":0,"supplier_coverage":0.88,"unfulfilled_orders":14}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"14 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":314,"stockout_risks":0,"supplier_coverage":0.56,"unfulfilled_orders":8}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 8 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":197,"stockout_risks":0,"supplier_coverage":0.82,"unfulfilled_orders":13}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The store has 13 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":318,"stockout_risks":0,"supplier_coverage":0.41,"unfulfilled_orders":15}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"15 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":4,"products":226,"stockout_risks":2,"supplier_coverage":0.64,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"4 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"2 inventory positions have no net available stock."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":449,"stockout_risks":5,"supplier_coverage":0.96,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 9 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 5 stockout exceptions requiring attention."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":11,"products":402,"stockout_risks":3,"supplier_coverage":0.48,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 11 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 3 immediate inventory risks."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":259,"stockout_risks":4,"supplier_coverage":0.44,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"9 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"4 inventory positions have no net available stock."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":8,"products":327,"stockout_risks":4,"supplier_coverage":0.64,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 8 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 4 stockout exceptions requiring attention."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":10,"products":464,"stockout_risks":6,"supplier_coverage":0.69,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 10 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 6 immediate inventory risks."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":10,"products":214,"stockout_risks":5,"supplier_coverage":0.97,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"10 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"5 inventory positions have no net available stock."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":7,"products":271,"stockout_risks":3,"supplier_coverage":0.4,"unfulfilled_orders":0}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 7 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":7,"products":357,"stockout_risks":4,"supplier_coverage":0.58,"unfulfilled_orders":0}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 7 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 4 immediate inventory risks."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":10,"products":456,"stockout_risks":6,"supplier_coverage":0.71,"unfulfilled_orders":0}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"10 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"6 inventory positions have no net available stock."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":7,"products":224,"stockout_risks":5,"supplier_coverage":0.96,"unfulfilled_orders":12}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"7 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"5 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"12 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":1,"products":77,"stockout_risks":0,"supplier_coverage":0.6,"unfulfilled_orders":7}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 1 low-stock positions."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 7 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":5,"products":12,"stockout_risks":2,"supplier_coverage":0.67,"unfulfilled_orders":7}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 5 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 7 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":13,"products":213,"stockout_risks":2,"supplier_coverage":0.78,"unfulfilled_orders":6}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"13 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"2 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"6 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":16,"products":117,"stockout_risks":3,"supplier_coverage":0.38,"unfulfilled_orders":8}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 16 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 8 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":15,"products":114,"stockout_risks":4,"supplier_coverage":0.73,"unfulfilled_orders":12}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 15 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 4 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 12 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":451,"stockout_risks":1,"supplier_coverage":0.88,"unfulfilled_orders":2}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"9 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"1 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"2 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":11,"products":295,"stockout_risks":2,"supplier_coverage":0.66,"unfulfilled_orders":13}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 11 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 2 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 13 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":2,"products":206,"stockout_risks":0,"supplier_coverage":0.99,"unfulfilled_orders":6}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 2 eligible inventory shortages."},{"operation_type":"draft_order_followup","reason":"The store has 6 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":10,"products":123,"stockout_risks":5,"supplier_coverage":0.39,"unfulfilled_orders":8}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"10 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"5 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"8 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":374,"stockout_risks":0,"supplier_coverage":0.83,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":283,"stockout_risks":0,"supplier_coverage":0.39,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":45,"stockout_risks":0,"supplier_coverage":0.38,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":240,"stockout_risks":0,"supplier_coverage":0.75,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":387,"stockout_risks":0,"supplier_coverage":0.92,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":443,"stockout_risks":0,"supplier_coverage":0.45,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":152,"stockout_risks":0,"supplier_coverage":0.47,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":109,"stockout_risks":0,"supplier_coverage":0.41,"unfulfilled_orders":0}}

[Assistant] {"message":"I did not find immediate operational work, but I can watch the registered capabilities after you confirm them.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":397,"stockout_risks":0,"supplier_coverage":0.86,"unfulfilled_orders":0}}

[Assistant] {"message":"No current exception requires action. Select any capability you want monitored going forward.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":271,"stockout_risks":0,"supplier_coverage":0.4,"unfulfilled_orders":0}}

[Assistant] {"message":"The current snapshot is stable. You can still enable capabilities to monitor future changes.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":9,"products":263,"stockout_risks":6,"supplier_coverage":0.41,"unfulfilled_orders":2}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"9 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"6 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"2 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":5,"products":33,"stockout_risks":1,"supplier_coverage":1.0,"unfulfilled_orders":7}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 5 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 1 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 7 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":17,"products":205,"stockout_risks":2,"supplier_coverage":0.76,"unfulfilled_orders":6}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 17 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 6 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":12,"products":97,"stockout_risks":1,"supplier_coverage":0.77,"unfulfilled_orders":10}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"12 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"1 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"10 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":4,"products":65,"stockout_risks":3,"supplier_coverage":0.66,"unfulfilled_orders":7}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 4 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 7 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":14,"products":383,"stockout_risks":4,"supplier_coverage":0.8,"unfulfilled_orders":3}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 14 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 4 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 3 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":3,"products":195,"stockout_risks":1,"supplier_coverage":0.65,"unfulfilled_orders":11}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"3 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"1 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"11 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":6,"products":368,"stockout_risks":2,"supplier_coverage":0.58,"unfulfilled_orders":8}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 6 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 2 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 8 unfulfilled orders."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":4,"products":208,"stockout_risks":2,"supplier_coverage":0.67,"unfulfilled_orders":8}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 4 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 8 fulfilment cases eligible for monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":11,"products":299,"stockout_risks":5,"supplier_coverage":0.78,"unfulfilled_orders":10}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"11 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"5 inventory positions have no net available stock."},{"operation_type":"draft_order_followup","reason":"10 orders are currently unfulfilled."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":9,"products":131,"stockout_risks":2,"supplier_coverage":0.67,"unfulfilled_orders":8}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":4,"products":241,"stockout_risks":1,"supplier_coverage":0.51,"unfulfilled_orders":5}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":2,"products":192,"stockout_risks":3,"supplier_coverage":0.64,"unfulfilled_orders":1}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":9,"products":44,"stockout_risks":3,"supplier_coverage":0.83,"unfulfilled_orders":4}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":13,"products":191,"stockout_risks":3,"supplier_coverage":0.55,"unfulfilled_orders":1}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":7,"products":240,"stockout_risks":0,"supplier_coverage":0.68,"unfulfilled_orders":7}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":9,"products":87,"stockout_risks":4,"supplier_coverage":0.72,"unfulfilled_orders":6}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":13,"products":27,"stockout_risks":0,"supplier_coverage":0.89,"unfulfilled_orders":4}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":11,"products":26,"stockout_risks":0,"supplier_coverage":0.92,"unfulfilled_orders":5}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":3,"products":210,"stockout_risks":3,"supplier_coverage":0.78,"unfulfilled_orders":1}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":13,"products":137,"stockout_risks":4,"supplier_coverage":0.85,"unfulfilled_orders":10}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":9,"products":208,"stockout_risks":3,"supplier_coverage":0.79,"unfulfilled_orders":1}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":15,"products":200,"stockout_risks":2,"supplier_coverage":0.71,"unfulfilled_orders":11}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":15,"products":220,"stockout_risks":0,"supplier_coverage":0.7,"unfulfilled_orders":5}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":13,"products":38,"stockout_risks":0,"supplier_coverage":0.51,"unfulfilled_orders":10}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":5,"products":62,"stockout_risks":2,"supplier_coverage":0.56,"unfulfilled_orders":12}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":4,"products":64,"stockout_risks":3,"supplier_coverage":0.71,"unfulfilled_orders":7}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":3,"products":233,"stockout_risks":0,"supplier_coverage":0.64,"unfulfilled_orders":7}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":11,"products":67,"stockout_risks":2,"supplier_coverage":0.63,"unfulfilled_orders":9}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Only flag operational problems for me.","store_summary":{"low_stock":2,"products":50,"stockout_risks":2,"supplier_coverage":0.68,"unfulfilled_orders":8}}

[Assistant] {"message":"I selected operational issue flags only. Confirm when you are ready.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I selected all three registered capabilities. Every proposal will still require approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."},{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I cannot map that request confidently. Please choose restocking, issue flags, or order follow-ups.","recommended_operations":[]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":2,"products":185,"stockout_risks":1,"supplier_coverage":0.73,"unfulfilled_orders":10}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":4,"products":134,"stockout_risks":2,"supplier_coverage":0.78,"unfulfilled_orders":4}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":2,"products":224,"stockout_risks":1,"supplier_coverage":0.65,"unfulfilled_orders":3}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":5,"products":49,"stockout_risks":3,"supplier_coverage":0.75,"unfulfilled_orders":3}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":12,"products":27,"stockout_risks":1,"supplier_coverage":0.61,"unfulfilled_orders":5}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":1,"products":121,"stockout_risks":2,"supplier_coverage":0.55,"unfulfilled_orders":2}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":5,"products":75,"stockout_risks":4,"supplier_coverage":0.75,"unfulfilled_orders":10}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":12,"products":15,"stockout_risks":4,"supplier_coverage":0.66,"unfulfilled_orders":2}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":13,"products":69,"stockout_risks":0,"supplier_coverage":0.68,"unfulfilled_orders":9}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":["restock_inventory","flag_issue","draft_order_followup"],"owner_reply":"Turn off inventory and keep the other two.","store_summary":{"low_stock":5,"products":24,"stockout_risks":4,"supplier_coverage":0.68,"unfulfilled_orders":1}}

[Assistant] {"message":"I removed inventory restocking and retained issue flags and order follow-ups. Please confirm the change.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."},{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped the change to operational issue monitoring only. Please confirm it.","recommended_operations":[{"operation_type":"flag_issue","reason":"The owner's reply explicitly maps to operational issue monitoring."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":4,"products":224,"stockout_risks":3,"supplier_coverage":0.99,"unfulfilled_orders":3}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":8,"products":42,"stockout_risks":4,"supplier_coverage":0.71,"unfulfilled_orders":5}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":1,"products":231,"stockout_risks":0,"supplier_coverage":0.63,"unfulfilled_orders":2}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":4,"products":76,"stockout_risks":1,"supplier_coverage":0.57,"unfulfilled_orders":3}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":9,"products":89,"stockout_risks":0,"supplier_coverage":0.67,"unfulfilled_orders":2}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":2,"products":68,"stockout_risks":2,"supplier_coverage":0.98,"unfulfilled_orders":7}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":3,"products":134,"stockout_risks":2,"supplier_coverage":0.59,"unfulfilled_orders":11}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":14,"products":95,"stockout_risks":4,"supplier_coverage":0.93,"unfulfilled_orders":6}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":5,"products":114,"stockout_risks":4,"supplier_coverage":0.64,"unfulfilled_orders":4}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"I rejected the message drafts. Recommend something else.","store_summary":{"low_stock":15,"products":234,"stockout_risks":1,"supplier_coverage":0.52,"unfulfilled_orders":2}}

[Assistant] {"message":"I will leave follow-up drafting disabled and recommend inventory monitoring based on the current shortages.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[Assistant] {"message":"I mapped your request to inventory restocking only. Confirm this selection to activate it.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The owner's reply explicitly maps to inventory restocking."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":13,"products":211,"stockout_risks":2,"supplier_coverage":0.86,"unfulfilled_orders":3}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":3,"products":124,"stockout_risks":1,"supplier_coverage":0.56,"unfulfilled_orders":4}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":11,"products":39,"stockout_risks":3,"supplier_coverage":0.91,"unfulfilled_orders":7}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":15,"products":164,"stockout_risks":2,"supplier_coverage":0.52,"unfulfilled_orders":11}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":3,"products":35,"stockout_risks":4,"supplier_coverage":0.55,"unfulfilled_orders":5}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":13,"products":25,"stockout_risks":3,"supplier_coverage":0.93,"unfulfilled_orders":8}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":1,"products":67,"stockout_risks":2,"supplier_coverage":0.68,"unfulfilled_orders":3}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}


[System] TASK=capability_advice. Recommend only registered operations. Return valid JSON.

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"currently_enabled":[],"owner_reply":"Handle customer order follow-ups, not stock.","store_summary":{"low_stock":13,"products":154,"stockout_risks":2,"supplier_coverage":0.98,"unfulfilled_orders":8}}

[Assistant] {"message":"I mapped your request to order follow-up drafts only. Confirm before enabling it.","recommended_operations":[{"operation_type":"draft_order_followup","reason":"The owner's reply explicitly maps to order follow-up drafting."}]}