[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":460,"stockout_risks":4,"supplier_coverage":0.47,"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":"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":"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":13,"products":398,"stockout_risks":3,"supplier_coverage":1.0,"unfulfilled_orders":8}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 13 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 8 unfulfilled orders."}]}


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

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":12,"products":249,"stockout_risks":0,"supplier_coverage":0.55,"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":"restock_inventory","reason":"The rule engine identified 12 eligible inventory shortages."},{"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":17,"products":461,"stockout_risks":5,"supplier_coverage":0.81,"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":"17 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":"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":5,"products":218,"stockout_risks":2,"supplier_coverage":0.72,"unfulfilled_orders":1}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 5 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 2 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 1 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":100,"stockout_risks":1,"supplier_coverage":0.75,"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":320,"stockout_risks":0,"supplier_coverage":0.95,"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":"16 inventory positions are below their reorder points."},{"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":5,"products":124,"stockout_risks":3,"supplier_coverage":0.88,"unfulfilled_orders":8}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 5 low-stock positions."},{"operation_type":"flag_issue","reason":"There are 3 stockout exceptions requiring attention."},{"operation_type":"draft_order_followup","reason":"Follow-up review may help with 8 unfulfilled orders."}]}


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

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":11,"products":177,"stockout_risks":4,"supplier_coverage":0.63,"unfulfilled_orders":15}}

[Assistant] {"message":"The store summary contains rule-qualified work. Here are the capabilities that fit the current state.","recommended_operations":[{"operation_type":"restock_inventory","reason":"The rule engine identified 11 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 4 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 15 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":236,"stockout_risks":5,"supplier_coverage":0.51,"unfulfilled_orders":7}}

[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":"7 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":61,"stockout_risks":0,"supplier_coverage":0.48,"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":232,"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":456,"stockout_risks":0,"supplier_coverage":0.48,"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":328,"stockout_risks":0,"supplier_coverage":0.79,"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":367,"stockout_risks":0,"supplier_coverage":0.66,"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":57,"stockout_risks":0,"supplier_coverage":0.62,"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":277,"stockout_risks":0,"supplier_coverage":0.8,"unfulfilled_orders":0}}

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


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

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":0,"products":58,"stockout_risks":0,"supplier_coverage":0.77,"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":133,"stockout_risks":0,"supplier_coverage":0.58,"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":49,"stockout_risks":0,"supplier_coverage":0.9,"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":2,"products":244,"stockout_risks":1,"supplier_coverage":0.72,"unfulfilled_orders":1}}

[Assistant] {"message":"I found operational work I can monitor for this store. Choose the capabilities you want to enable.","recommended_operations":[{"operation_type":"restock_inventory","reason":"2 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":"1 orders are currently unfulfilled."}]}


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

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":1,"products":168,"stockout_risks":1,"supplier_coverage":0.64,"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 1 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":14,"products":319,"stockout_risks":2,"supplier_coverage":0.7,"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 14 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 2 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 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":7,"products":212,"stockout_risks":4,"supplier_coverage":0.36,"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":"7 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":"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":9,"products":158,"stockout_risks":4,"supplier_coverage":0.6,"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 9 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 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":13,"products":401,"stockout_risks":6,"supplier_coverage":0.83,"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 13 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 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":5,"products":142,"stockout_risks":3,"supplier_coverage":0.43,"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":"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":"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":11,"products":101,"stockout_risks":4,"supplier_coverage":0.44,"unfulfilled_orders":7}}

[Assistant] {"message":"I reviewed the aggregate store state and found several areas where I can assist under human approval.","recommended_operations":[{"operation_type":"restock_inventory","reason":"Replenishment review is warranted for 11 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 7 unfulfilled orders."}]}


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

[User] {"available_operations":["restock_inventory","flag_issue","draft_order_followup"],"store_summary":{"low_stock":14,"products":69,"stockout_risks":4,"supplier_coverage":0.99,"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":"restock_inventory","reason":"The rule engine identified 14 eligible inventory shortages."},{"operation_type":"flag_issue","reason":"The store summary contains 4 immediate inventory risks."},{"operation_type":"draft_order_followup","reason":"The store has 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":1,"products":248,"stockout_risks":1,"supplier_coverage":0.69,"unfulfilled_orders":9}}

[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":"9 orders are currently unfulfilled."}]}


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

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


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

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


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

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


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

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


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

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


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

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


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

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


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

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


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

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


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

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


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":34,"candidate_id":"restock:022-00","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":8,"candidate_id":"restock:022-01","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":36,"candidate_id":"restock:022-02","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":21,"candidate_id":"restock:022-03","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":52,"candidate_id":"restock:022-04","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":31,"candidate_id":"restock:022-05","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":10,"candidate_id":"restock:022-06","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":20,"candidate_id":"restock:022-07","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":19,"candidate_id":"restock:022-08","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"calculated_quantity":50,"candidate_id":"restock:022-09","candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"supplier_configured":false}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":4,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-00"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":18,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-01"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":14,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-02"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":14,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-03"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":7,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-04"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":5,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-05"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":6,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-06"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":12,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-07"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":16,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-08"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":17,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"fulfillment_status":"FULFILLED","order":"#S023-09"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":4,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-00"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":19,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-01"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":6,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-02"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":11,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-03"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":12,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-04"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":8,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-05"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":20,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-06"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":6,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-07"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":11,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-08"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[User] {"age_days":12,"cancelled":true,"candidates":[],"enabled_operations":["restock_inventory","flag_issue","draft_order_followup"],"order":"#S024-09"}

[Assistant] {"operations":[]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-00-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 54 against a reorder point of 61; the deterministic replenishment quantity is 132 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-01-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 3 against a reorder point of 5; the deterministic replenishment quantity is 12 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-02-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -5 against a reorder point of 53; the deterministic replenishment quantity is 144 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-03-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 69 against a reorder point of 100; the deterministic replenishment quantity is 114 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-04-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 31 against a reorder point of 76; the deterministic replenishment quantity is 552 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-05-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 2 against a reorder point of 105; the deterministic replenishment quantity is 255 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-06-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 117 against a reorder point of 217; the deterministic replenishment quantity is 430 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-07-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 7 against a reorder point of 32; the deterministic replenishment quantity is 120 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-08-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -1 against a reorder point of 29; the deterministic replenishment quantity is 104 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:063-09-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 35 against a reorder point of 50; the deterministic replenishment quantity is 208 units."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-00-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-01-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -6 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-02-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -2 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-03-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -4 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-04-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -8 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-05-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -4 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-06-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -1 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-07-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-08-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:064-09-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-00-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-00-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 9 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-01-0:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S065-01-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 10 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-02-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-02-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 19 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-03-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-03-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 18 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-04-0:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S065-04-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 8 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-05-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-05-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 23 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-06-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-06-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 13 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-07-0:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S065-07-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 17 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-08-0:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S065-08-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 19 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"followup:order-065-09-0:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S065-09-0. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 13 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-00-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -4 against a reorder point of 17; the deterministic replenishment quantity is 148 units."},{"candidate_id":"inventory-issue:066-00-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-01-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -1 against a reorder point of 21; the deterministic replenishment quantity is 72 units."},{"candidate_id":"inventory-issue:066-01-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -9 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-02-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 5 against a reorder point of 52; the deterministic replenishment quantity is 84 units."},{"candidate_id":"inventory-issue:066-02-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-03-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 193 against a reorder point of 323; the deterministic replenishment quantity is 448 units."},{"candidate_id":"inventory-issue:066-03-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-04-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 26 against a reorder point of 64; the deterministic replenishment quantity is 168 units."},{"candidate_id":"inventory-issue:066-04-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-05-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 7 against a reorder point of 18; the deterministic replenishment quantity is 20 units."},{"candidate_id":"inventory-issue:066-05-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-06-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 2 against a reorder point of 25; the deterministic replenishment quantity is 192 units."},{"candidate_id":"inventory-issue:066-06-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-07-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -5 against a reorder point of 21; the deterministic replenishment quantity is 128 units."},{"candidate_id":"inventory-issue:066-07-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -7 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-08-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 41 against a reorder point of 138; the deterministic replenishment quantity is 224 units."},{"candidate_id":"inventory-issue:066-08-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -4 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:066-09-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 0 against a reorder point of 14; the deterministic replenishment quantity is 28 units."},{"candidate_id":"inventory-issue:066-09-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has 0 net available units and qualifies as a stockout exception."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-00-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 21 against a reorder point of 69; the deterministic replenishment quantity is 130 units."},{"candidate_id":"followup:order-067-00-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-00-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 9 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-01-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 81 against a reorder point of 201; the deterministic replenishment quantity is 300 units."},{"candidate_id":"followup:order-067-01-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-01-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 7 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-02-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 2 against a reorder point of 21; the deterministic replenishment quantity is 132 units."},{"candidate_id":"followup:order-067-02-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-02-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 18 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-03-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 18 against a reorder point of 27; the deterministic replenishment quantity is 70 units."},{"candidate_id":"followup:order-067-03-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-03-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 22 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-04-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -2 against a reorder point of 20; the deterministic replenishment quantity is 66 units."},{"candidate_id":"followup:order-067-04-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S067-04-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 7 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-05-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 79 against a reorder point of 278; the deterministic replenishment quantity is 351 units."},{"candidate_id":"followup:order-067-05-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S067-05-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 21 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-06-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -2 against a reorder point of 57; the deterministic replenishment quantity is 120 units."},{"candidate_id":"followup:order-067-06-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-06-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 15 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-07-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 14 against a reorder point of 21; the deterministic replenishment quantity is 32 units."},{"candidate_id":"followup:order-067-07-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-07-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 11 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-08-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 15 against a reorder point of 55; the deterministic replenishment quantity is 190 units."},{"candidate_id":"followup:order-067-08-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S067-08-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 16 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:067-09-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 42 against a reorder point of 66; the deterministic replenishment quantity is 140 units."},{"candidate_id":"followup:order-067-09-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S067-09-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 9 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-00-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -9 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-00-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S068-00-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 23 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-01-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -2 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-01-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S068-01-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 24 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-02-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -6 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-02-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S068-02-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 8 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-03-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -9 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-03-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S068-03-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 18 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-04-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -1 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-04-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S068-04-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 8 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-05-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-05-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S068-05-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 7 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-06-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -2 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-06-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S068-06-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"medium","rationale":"The order has remained unfulfilled for 4 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-07-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -5 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-07-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S068-07-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 10 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-08-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -2 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-08-1:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S068-08-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 12 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"inventory-issue:068-09-0","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-068-09-1:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S068-09-1. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 21 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-00-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 10 against a reorder point of 23; the deterministic replenishment quantity is 66 units."},{"candidate_id":"inventory-issue:069-00-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -6 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-00-2:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S069-00-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 13 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-01-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 0 against a reorder point of 69; the deterministic replenishment quantity is 180 units."},{"candidate_id":"inventory-issue:069-01-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-01-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-01-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 14 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-02-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 14 against a reorder point of 19; the deterministic replenishment quantity is 24 units."},{"candidate_id":"inventory-issue:069-02-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has 0 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-02-2:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S069-02-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 20 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-03-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 25 against a reorder point of 36; the deterministic replenishment quantity is 109 units."},{"candidate_id":"inventory-issue:069-03-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -6 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-03-2:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S069-03-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 10 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-04-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 19 against a reorder point of 23; the deterministic replenishment quantity is 76 units."},{"candidate_id":"inventory-issue:069-04-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -6 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-04-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-04-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"medium","rationale":"The order has remained partially_fulfilled for 4 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-05-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 55 against a reorder point of 84; the deterministic replenishment quantity is 250 units."},{"candidate_id":"inventory-issue:069-05-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -4 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-05-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-05-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 19 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-06-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is 32 against a reorder point of 52; the deterministic replenishment quantity is 180 units."},{"candidate_id":"inventory-issue:069-06-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -3 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-06-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-06-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 22 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-07-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 6 against a reorder point of 15; the deterministic replenishment quantity is 110 units."},{"candidate_id":"inventory-issue:069-07-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -9 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-07-2:UNFULFILLED","message_body":"Hello, we are checking in with an update on order #S069-07-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained unfulfilled for 7 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-08-0","message_body":"","operation_type":"restock_inventory","priority":"medium","rationale":"Net available stock is 17 against a reorder point of 18; the deterministic replenishment quantity is 45 units."},{"candidate_id":"inventory-issue:069-08-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has 0 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-08-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-08-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 12 days and qualifies for a review-ready follow-up draft."}]}


[System] TASK=operation_plan. Select only supplied candidate IDs. Do not execute operations. Return valid JSON.

[Assistant] {"operations":[{"candidate_id":"restock:069-09-0","message_body":"","operation_type":"restock_inventory","priority":"high","rationale":"Net available stock is -4 against a reorder point of 37; the deterministic replenishment quantity is 108 units."},{"candidate_id":"inventory-issue:069-09-1","message_body":"","operation_type":"flag_issue","priority":"high","rationale":"The inventory position has -4 net available units and qualifies as a stockout exception."},{"candidate_id":"followup:order-069-09-2:PARTIALLY_FULFILLED","message_body":"Hello, we are checking in with an update on order #S069-09-2. Our team is reviewing its status and will share the next update shortly.","operation_type":"draft_order_followup","priority":"high","rationale":"The order has remained partially_fulfilled for 18 days and qualifies for a review-ready follow-up draft."}]}