[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":59,"stockout_risks":0,"supplier_coverage":0.63,"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":"12 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":21,"products":334,"stockout_risks":0,"supplier_coverage":0.49,"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 21 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":22,"products":368,"stockout_risks":0,"supplier_coverage":0.96,"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 22 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":16,"products":144,"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":"16 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":17,"products":190,"stockout_risks":0,"supplier_coverage":0.41,"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 17 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":13,"products":479,"stockout_risks":0,"supplier_coverage":0.96,"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 13 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":17,"products":298,"stockout_risks":0,"supplier_coverage":0.38,"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":47,"stockout_risks":0,"supplier_coverage":0.45,"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":7,"products":90,"stockout_risks":0,"supplier_coverage":0.95,"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."}]}


[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":467,"stockout_risks":0,"supplier_coverage":0.89,"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."}]}


[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":202,"stockout_risks":0,"supplier_coverage":0.98,"unfulfilled_orders":3}}

[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":"3 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":93,"stockout_risks":0,"supplier_coverage":0.54,"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":117,"stockout_risks":0,"supplier_coverage":0.63,"unfulfilled_orders":1}}

[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 1 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":387,"stockout_risks":0,"supplier_coverage":0.74,"unfulfilled_orders":18}}

[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":"18 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":147,"stockout_risks":0,"supplier_coverage":0.67,"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":"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":0,"products":407,"stockout_risks":0,"supplier_coverage":0.9,"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":"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":0,"products":151,"stockout_risks":0,"supplier_coverage":0.54,"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":"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":0,"products":373,"stockout_risks":0,"supplier_coverage":0.39,"unfulfilled_orders":2}}

[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 2 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":67,"stockout_risks":0,"supplier_coverage":0.9,"unfulfilled_orders":1}}

[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 1 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":121,"stockout_risks":0,"supplier_coverage":0.7,"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":13,"products":342,"stockout_risks":8,"supplier_coverage":0.65,"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":"13 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"8 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":11,"products":442,"stockout_risks":8,"supplier_coverage":0.86,"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 11 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 8 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":15,"products":212,"stockout_risks":7,"supplier_coverage":0.41,"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 15 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 7 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":12,"products":57,"stockout_risks":6,"supplier_coverage":0.36,"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":"12 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":12,"products":308,"stockout_risks":8,"supplier_coverage":0.46,"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 12 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 8 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":104,"stockout_risks":8,"supplier_coverage":0.98,"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 8 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":8,"products":321,"stockout_risks":4,"supplier_coverage":0.63,"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":"8 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":14,"products":385,"stockout_risks":6,"supplier_coverage":0.42,"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 14 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 6 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":9,"products":403,"stockout_risks":7,"supplier_coverage":0.75,"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."},{"operation_type":"flag_issue","reason":"The store summary contains 7 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":12,"products":84,"stockout_risks":5,"supplier_coverage":0.42,"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":"12 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":15,"products":151,"stockout_risks":4,"supplier_coverage":0.87,"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":"15 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":"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":18,"products":462,"stockout_risks":5,"supplier_coverage":0.86,"unfulfilled_orders":11}}

[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 18 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 5 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 11 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":12,"products":312,"stockout_risks":5,"supplier_coverage":0.93,"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":"restock_inventory","reason":"The rule engine identified 12 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 5 immediate inventory risks."},{"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":4,"products":419,"stockout_risks":0,"supplier_coverage":0.48,"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":"4 inventory positions are below their reorder points."},{"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":16,"products":150,"stockout_risks":5,"supplier_coverage":0.38,"unfulfilled_orders":15}}

[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 5 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 15 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":10,"products":126,"stockout_risks":0,"supplier_coverage":0.68,"unfulfilled_orders":14}}

[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":"draft_order_followup","reason":"The store has 14 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":8,"products":171,"stockout_risks":3,"supplier_coverage":0.44,"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":"restock_inventory","reason":"8 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":"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":17,"products":216,"stockout_risks":2,"supplier_coverage":0.44,"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 17 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":18,"products":33,"stockout_risks":0,"supplier_coverage":0.61,"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":"restock_inventory","reason":"The rule engine identified 18 eligible inventory shortages."},{"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":2,"products":377,"stockout_risks":2,"supplier_coverage":0.88,"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":"restock_inventory","reason":"2 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":"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":0,"products":216,"stockout_risks":0,"supplier_coverage":0.86,"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":383,"stockout_risks":0,"supplier_coverage":0.97,"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":293,"stockout_risks":0,"supplier_coverage":0.76,"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":401,"stockout_risks":0,"supplier_coverage":0.99,"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":302,"stockout_risks":0,"supplier_coverage":0.83,"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":330,"stockout_risks":0,"supplier_coverage":0.79,"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":136,"stockout_risks":0,"supplier_coverage":0.95,"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":395,"stockout_risks":0,"supplier_coverage":0.96,"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":119,"stockout_risks":0,"supplier_coverage":0.55,"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":322,"stockout_risks":0,"supplier_coverage":0.68,"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":1,"products":100,"stockout_risks":1,"supplier_coverage":0.77,"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":"1 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":3,"products":265,"stockout_risks":1,"supplier_coverage":0.5,"unfulfilled_orders":2}}

[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 3 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 2 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":12,"products":189,"stockout_risks":1,"supplier_coverage":0.58,"unfulfilled_orders":5}}

[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 12 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 5 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":15,"products":59,"stockout_risks":2,"supplier_coverage":0.5,"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":"restock_inventory","reason":"15 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":"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":16,"products":333,"stockout_risks":4,"supplier_coverage":0.52,"unfulfilled_orders":10}}

[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 4 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 10 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":278,"stockout_risks":4,"supplier_coverage":0.4,"unfulfilled_orders":5}}

[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 4 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 5 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":263,"stockout_risks":5,"supplier_coverage":0.92,"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":"restock_inventory","reason":"12 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":"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":4,"products":43,"stockout_risks":4,"supplier_coverage":0.46,"unfulfilled_orders":5}}

[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 4 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 5 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":18,"products":451,"stockout_risks":3,"supplier_coverage":0.98,"unfulfilled_orders":5}}

[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."},{"operation_type":"flag_issue","reason":"The store summary contains 3 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 5 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":8,"products":369,"stockout_risks":5,"supplier_coverage":0.85,"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":"8 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":"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":22,"products":318,"stockout_risks":0,"supplier_coverage":0.38,"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":"22 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":25,"products":245,"stockout_risks":0,"supplier_coverage":0.41,"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 25 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":6,"products":386,"stockout_risks":0,"supplier_coverage":0.39,"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 6 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":23,"products":392,"stockout_risks":0,"supplier_coverage":0.66,"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":"23 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":10,"products":453,"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 10 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":5,"products":416,"stockout_risks":0,"supplier_coverage":0.83,"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 5 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":15,"products":321,"stockout_risks":0,"supplier_coverage":0.46,"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":"15 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":24,"products":315,"stockout_risks":0,"supplier_coverage":0.67,"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 24 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":6,"products":407,"stockout_risks":0,"supplier_coverage":0.37,"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 6 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":3,"products":108,"stockout_risks":0,"supplier_coverage":0.72,"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":"3 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":253,"stockout_risks":0,"supplier_coverage":0.62,"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":0,"products":414,"stockout_risks":0,"supplier_coverage":0.57,"unfulfilled_orders":3}}

[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 3 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":141,"stockout_risks":0,"supplier_coverage":0.53,"unfulfilled_orders":9}}

[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 9 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":164,"stockout_risks":0,"supplier_coverage":0.45,"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":"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":0,"products":227,"stockout_risks":0,"supplier_coverage":0.77,"unfulfilled_orders":3}}

[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 3 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":415,"stockout_risks":0,"supplier_coverage":0.52,"unfulfilled_orders":5}}

[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 5 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":119,"stockout_risks":0,"supplier_coverage":0.74,"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":"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":0,"products":243,"stockout_risks":0,"supplier_coverage":0.52,"unfulfilled_orders":3}}

[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 3 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":188,"stockout_risks":0,"supplier_coverage":0.47,"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":"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":0,"products":289,"stockout_risks":0,"supplier_coverage":0.88,"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":"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":7,"products":383,"stockout_risks":7,"supplier_coverage":0.88,"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":"7 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"7 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":326,"stockout_risks":6,"supplier_coverage":0.41,"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 6 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":6,"products":150,"stockout_risks":2,"supplier_coverage":0.4,"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 6 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 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":4,"products":52,"stockout_risks":1,"supplier_coverage":0.94,"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":"1 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":197,"stockout_risks":4,"supplier_coverage":0.7,"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 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":4,"products":47,"stockout_risks":3,"supplier_coverage":0.81,"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 4 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":449,"stockout_risks":2,"supplier_coverage":0.9,"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":"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":289,"stockout_risks":8,"supplier_coverage":0.87,"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 8 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":8,"products":470,"stockout_risks":2,"supplier_coverage":0.93,"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 8 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 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":5,"products":404,"stockout_risks":3,"supplier_coverage":0.39,"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":"5 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"3 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":13,"products":451,"stockout_risks":3,"supplier_coverage":0.72,"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":"restock_inventory","reason":"13 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":"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":7,"products":134,"stockout_risks":5,"supplier_coverage":0.51,"unfulfilled_orders":15}}

[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 5 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 15 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":6,"products":248,"stockout_risks":3,"supplier_coverage":0.79,"unfulfilled_orders":5}}

[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 6 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 3 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 5 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":6,"products":196,"stockout_risks":5,"supplier_coverage":0.6,"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":"restock_inventory","reason":"6 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":"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":15,"products":237,"stockout_risks":5,"supplier_coverage":0.52,"unfulfilled_orders":3}}

[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 15 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 5 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 3 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":10,"products":179,"stockout_risks":1,"supplier_coverage":0.47,"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 10 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 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":17,"products":133,"stockout_risks":0,"supplier_coverage":0.53,"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":"17 inventory positions are below their reorder points."},{"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":10,"products":20,"stockout_risks":5,"supplier_coverage":0.95,"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 10 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 5 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":16,"products":350,"stockout_risks":3,"supplier_coverage":0.87,"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 16 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 3 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":15,"products":376,"stockout_risks":2,"supplier_coverage":0.76,"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":"15 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":"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":0,"products":453,"stockout_risks":0,"supplier_coverage":0.81,"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":148,"stockout_risks":0,"supplier_coverage":0.56,"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":390,"stockout_risks":0,"supplier_coverage":0.63,"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":389,"stockout_risks":0,"supplier_coverage":0.86,"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":424,"stockout_risks":0,"supplier_coverage":0.35,"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":474,"stockout_risks":0,"supplier_coverage":0.68,"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":447,"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":478,"stockout_risks":0,"supplier_coverage":0.61,"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":413,"stockout_risks":0,"supplier_coverage":0.66,"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":255,"stockout_risks":0,"supplier_coverage":0.43,"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":14,"products":86,"stockout_risks":2,"supplier_coverage":0.71,"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":"14 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":"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":16,"products":270,"stockout_risks":4,"supplier_coverage":0.74,"unfulfilled_orders":10}}

[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 4 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 10 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":8,"products":33,"stockout_risks":3,"supplier_coverage":0.82,"unfulfilled_orders":5}}

[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 8 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 3 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 5 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":5,"products":423,"stockout_risks":3,"supplier_coverage":1.0,"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":"5 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":"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":12,"products":329,"stockout_risks":2,"supplier_coverage":0.97,"unfulfilled_orders":5}}

[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 12 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 5 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":16,"products":271,"stockout_risks":1,"supplier_coverage":0.52,"unfulfilled_orders":11}}

[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 16 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 11 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":16,"products":364,"stockout_risks":2,"supplier_coverage":0.68,"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":"16 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":"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":13,"products":309,"stockout_risks":6,"supplier_coverage":0.55,"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 13 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 6 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":16,"products":402,"stockout_risks":6,"supplier_coverage":0.91,"unfulfilled_orders":10}}

[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 16 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 10 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":14,"products":193,"stockout_risks":2,"supplier_coverage":0.82,"unfulfilled_orders":3}}

[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":"14 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":"3 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":8,"products":180,"stockout_risks":0,"supplier_coverage":0.82,"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":"8 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":478,"stockout_risks":0,"supplier_coverage":0.54,"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":5,"products":357,"stockout_risks":0,"supplier_coverage":0.49,"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 5 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":5,"products":166,"stockout_risks":0,"supplier_coverage":0.61,"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":"5 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":12,"products":137,"stockout_risks":0,"supplier_coverage":0.76,"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 12 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":226,"stockout_risks":0,"supplier_coverage":0.52,"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":16,"products":442,"stockout_risks":0,"supplier_coverage":0.52,"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":"16 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":18,"products":94,"stockout_risks":0,"supplier_coverage":0.61,"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 18 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":15,"products":185,"stockout_risks":0,"supplier_coverage":0.7,"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 15 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":3,"products":451,"stockout_risks":0,"supplier_coverage":0.45,"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":"3 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":223,"stockout_risks":0,"supplier_coverage":0.71,"unfulfilled_orders":17}}

[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":"17 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":318,"stockout_risks":0,"supplier_coverage":0.99,"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":"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":0,"products":186,"stockout_risks":0,"supplier_coverage":0.79,"unfulfilled_orders":10}}

[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 10 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":479,"stockout_risks":0,"supplier_coverage":0.8,"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":"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":0,"products":339,"stockout_risks":0,"supplier_coverage":0.96,"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":19,"stockout_risks":0,"supplier_coverage":0.8,"unfulfilled_orders":10}}

[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 10 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":96,"stockout_risks":0,"supplier_coverage":0.49,"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":405,"stockout_risks":0,"supplier_coverage":0.98,"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":364,"stockout_risks":0,"supplier_coverage":0.72,"unfulfilled_orders":16}}

[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 16 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":309,"stockout_risks":0,"supplier_coverage":0.36,"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":"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":13,"products":438,"stockout_risks":8,"supplier_coverage":0.5,"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":"13 inventory positions are below their reorder points."},{"operation_type":"flag_issue","reason":"8 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":335,"stockout_risks":4,"supplier_coverage":0.76,"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":6,"products":61,"stockout_risks":3,"supplier_coverage":0.65,"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 6 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":8,"products":434,"stockout_risks":6,"supplier_coverage":0.76,"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":"8 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":14,"products":160,"stockout_risks":7,"supplier_coverage":0.8,"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 14 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 7 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":365,"stockout_risks":3,"supplier_coverage":0.78,"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 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":10,"products":423,"stockout_risks":6,"supplier_coverage":0.86,"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":45,"stockout_risks":1,"supplier_coverage":0.7,"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 1 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":14,"products":214,"stockout_risks":6,"supplier_coverage":0.77,"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 14 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":203,"stockout_risks":3,"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":"3 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":10,"products":397,"stockout_risks":5,"supplier_coverage":0.98,"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":"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":"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":2,"products":220,"stockout_risks":0,"supplier_coverage":0.47,"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":"restock_inventory","reason":"Replenishment review is warranted for 2 low-stock positions."},{"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":19,"products":81,"stockout_risks":0,"supplier_coverage":0.87,"unfulfilled_orders":10}}

[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 19 eligible inventory shortages."},{"operation_type":"draft_order_followup","reason":"The store has 10 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":2,"products":200,"stockout_risks":2,"supplier_coverage":0.68,"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":"2 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":"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":17,"products":33,"stockout_risks":0,"supplier_coverage":0.49,"unfulfilled_orders":5}}

[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 17 low-stock positions."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 5 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":16,"products":235,"stockout_risks":4,"supplier_coverage":0.68,"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 16 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 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":15,"products":195,"stockout_risks":3,"supplier_coverage":0.95,"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":"restock_inventory","reason":"15 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":"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":3,"products":347,"stockout_risks":3,"supplier_coverage":0.73,"unfulfilled_orders":3}}

[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 3 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 3 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":14,"stockout_risks":1,"supplier_coverage":0.62,"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 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 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":15,"products":256,"stockout_risks":1,"supplier_coverage":0.87,"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":"restock_inventory","reason":"15 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":"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":0,"products":315,"stockout_risks":0,"supplier_coverage":0.44,"unfulfilled_orders":0}}

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