diff --git a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy.go b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy.go
index 170e1c811..5e091b718 100644
--- a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy.go
+++ b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy.go
@@ -135,6 +135,8 @@ type DynamicPolicy struct {
 	transitionPeriod                          time.Duration
 	cpuNUMAHintPreferPolicy                   string
 	cpuNUMAHintPreferLowThreshold             float64
+
+	reservedReclaimedCPUsSize int
 }
 
 func NewDynamicPolicy(agentCtx *agent.GenericContext, conf *config.Configuration,
@@ -206,10 +208,11 @@ func NewDynamicPolicy(agentCtx *agent.GenericContext, conf *config.Configuration
 		reclaimRelativeRootCgroupPath: conf.ReclaimRelativeRootCgroupPath,
 		numaBindingReclaimRelativeRootCgroupPaths: common.GetNUMABindingReclaimRelativeRootCgroupPaths(conf.ReclaimRelativeRootCgroupPath,
 			agentCtx.CPUDetails.NUMANodes().ToSliceNoSortInt()),
-		podDebugAnnoKeys:      conf.PodDebugAnnoKeys,
-		podAnnotationKeptKeys: conf.PodAnnotationKeptKeys,
-		podLabelKeptKeys:      conf.PodLabelKeptKeys,
-		transitionPeriod:      30 * time.Second,
+		podDebugAnnoKeys:          conf.PodDebugAnnoKeys,
+		podAnnotationKeptKeys:     conf.PodAnnotationKeptKeys,
+		podLabelKeptKeys:          conf.PodLabelKeptKeys,
+		transitionPeriod:          30 * time.Second,
+		reservedReclaimedCPUsSize: general.Max(reservedReclaimedCPUsSize, agentCtx.KatalystMachineInfo.NumNUMANodes),
 	}
 
 	// register allocation behaviors for pods with different QoS level
@@ -1078,13 +1081,13 @@ func (p *DynamicPolicy) initReclaimPool() error {
 			state.WrapAllocationMetaFilter((*commonstate.AllocationMeta).CheckDedicatedNUMABinding)).Difference(noneResidentCPUs)
 
 		var initReclaimedCPUSetSize int
-		if availableCPUs.Size() >= reservedReclaimedCPUsSize {
-			initReclaimedCPUSetSize = reservedReclaimedCPUsSize
+		if availableCPUs.Size() >= p.reservedReclaimedCPUsSize {
+			initReclaimedCPUSetSize = p.reservedReclaimedCPUsSize
 		} else {
 			initReclaimedCPUSetSize = availableCPUs.Size()
 		}
 
-		reclaimedCPUSet, _, err := calculator.TakeByNUMABalance(p.machineInfo, availableCPUs, initReclaimedCPUSetSize)
+		reclaimedCPUSet, _, err := calculator.TakeHTByNUMABalance(p.machineInfo, availableCPUs, initReclaimedCPUSetSize)
 		if err != nil {
 			return fmt.Errorf("takeByNUMABalance faild in initReclaimPool for %s and %s with error: %v",
 				commonstate.PoolNameShare, commonstate.PoolNameReclaim, err)
@@ -1094,7 +1097,7 @@ func (p *DynamicPolicy) initReclaimPool() error {
 		// todo: noneResidentCPUs is the same as reservedCPUs, why should we do this?
 		allAvailableCPUs := p.machineInfo.CPUDetails.CPUs().Difference(p.reservedCPUs)
 		if reclaimedCPUSet.IsEmpty() {
-			reclaimedCPUSet, _, err = calculator.TakeByNUMABalance(p.machineInfo, allAvailableCPUs, reservedReclaimedCPUsSize)
+			reclaimedCPUSet, _, err = calculator.TakeHTByNUMABalance(p.machineInfo, allAvailableCPUs, p.reservedReclaimedCPUsSize)
 			if err != nil {
 				return fmt.Errorf("fallback takeByNUMABalance faild in initReclaimPool for %s with error: %v",
 					commonstate.PoolNameReclaim, err)
diff --git a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_advisor_handler.go b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_advisor_handler.go
index 957b77add..d2d145e2b 100644
--- a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_advisor_handler.go
+++ b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_advisor_handler.go
@@ -522,7 +522,7 @@ func (p *DynamicPolicy) applyBlocks(blockCPUSet advisorapi.BlockCPUSet, resp *ad
 			allAvailableCPUs := p.machineInfo.CPUDetails.CPUs().Difference(p.reservedCPUs)
 
 			var tErr error
-			reclaimPoolCPUSet, _, tErr = calculator.TakeByNUMABalance(p.machineInfo, allAvailableCPUs, reservedReclaimedCPUsSize)
+			reclaimPoolCPUSet, _, tErr = calculator.TakeHTByNUMABalance(p.machineInfo, allAvailableCPUs, p.reservedReclaimedCPUsSize)
 			if tErr != nil {
 				return fmt.Errorf("fallback takeByNUMABalance faild in applyBlocks for reclaimPoolCPUSet with error: %v", tErr)
 			}
diff --git a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_allocation_handlers.go b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_allocation_handlers.go
index 7bf77c7d3..c6e8cd514 100644
--- a/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_allocation_handlers.go
+++ b/pkg/agent/qrm-plugins/cpu/dynamicpolicy/policy_allocation_handlers.go
@@ -1428,7 +1428,7 @@ func (p *DynamicPolicy) generatePoolsAndIsolation(poolsQuantityMap map[string]ma
 
 	if !p.state.GetAllowSharedCoresOverlapReclaimedCores() {
 		enableReclaim := p.dynamicConfig.GetDynamicConfiguration().EnableReclaim
-		if !enableReclaim && poolsCPUSet[commonstate.PoolNameReclaim].Size() > reservedReclaimedCPUsSize {
+		if !enableReclaim && poolsCPUSet[commonstate.PoolNameReclaim].Size() > p.reservedReclaimedCPUsSize {
 			poolsCPUSet[commonstate.PoolNameReclaim] = p.apportionReclaimedPool(
 				poolsCPUSet, poolsCPUSet[commonstate.PoolNameReclaim].Clone(), nonBindingPoolsQuantityMap)
 			general.Infof("apportionReclaimedPool finished, current %s pool: %s",
@@ -1461,9 +1461,9 @@ func (p *DynamicPolicy) generatePoolsAndIsolation(poolsQuantityMap map[string]ma
 	if poolsCPUSet[commonstate.PoolNameReclaim].IsEmpty() {
 		// for reclaimed pool, we must make them exist when the node isn't in hybrid mode even if cause overlap
 		allAvailableCPUs := p.machineInfo.CPUDetails.CPUs().Difference(p.reservedCPUs)
-		reclaimedCPUSet, _, tErr := calculator.TakeByNUMABalance(p.machineInfo, allAvailableCPUs, reservedReclaimedCPUsSize)
+		reclaimedCPUSet, _, tErr := calculator.TakeHTByNUMABalance(p.machineInfo, allAvailableCPUs, p.reservedReclaimedCPUsSize)
 		if tErr != nil {
-			err = fmt.Errorf("fallback takeByNUMABalance faild in generatePoolsAndIsolation for reclaimedCPUSet with error: %v", tErr)
+			err = fmt.Errorf("fallback TakeHTByNUMABalance faild in generatePoolsAndIsolation for reclaimedCPUSet with error: %v", tErr)
 			return
 		}
 
@@ -1570,7 +1570,7 @@ func (p *DynamicPolicy) apportionReclaimedPool(poolsCPUSet map[string]machine.CP
 		totalSize += poolCPUs.Size()
 	}
 
-	availableSize := reclaimedCPUs.Size() - reservedReclaimedCPUsSize
+	availableSize := reclaimedCPUs.Size() - p.reservedReclaimedCPUsSize
 	if availableSize <= 0 || totalSize == 0 {
 		return reclaimedCPUs
 	}
@@ -1587,7 +1587,7 @@ func (p *DynamicPolicy) apportionReclaimedPool(poolsCPUSet map[string]machine.CP
 
 		var err error
 		var cpuset machine.CPUSet
-		cpuset, reclaimedCPUs, err = calculator.TakeByNUMABalance(p.machineInfo, reclaimedCPUs, proportionalSize)
+		cpuset, reclaimedCPUs, err = calculator.TakeHTByNUMABalance(p.machineInfo, reclaimedCPUs, proportionalSize)
 		if err != nil {
 			general.Errorf("take %d cpus from reclaimedCPUs: %s, size: %d failed with error: %v",
 				proportionalSize, reclaimedCPUs.String(), reclaimedCPUs.Size(), err)
@@ -1597,7 +1597,7 @@ func (p *DynamicPolicy) apportionReclaimedPool(poolsCPUSet map[string]machine.CP
 		poolsCPUSet[poolName] = poolCPUs.Union(cpuset)
 		general.Infof("take %s to %s; prev: %s, current: %s", cpuset.String(), poolName, poolCPUs.String(), poolsCPUSet[poolName].String())
 
-		if reclaimedCPUs.Size() <= reservedReclaimedCPUsSize {
+		if reclaimedCPUs.Size() <= p.reservedReclaimedCPUsSize {
 			break
 		}
 	}