diff --git a/app/http/controller/web/animal_controller.go b/app/http/controller/web/animal_controller.go
index a39732f..9c0be16 100644
--- a/app/http/controller/web/animal_controller.go
+++ b/app/http/controller/web/animal_controller.go
@@ -7,11 +7,13 @@ import (
 	"catface/app/http/validator/core/data_transfer"
 	"catface/app/model"
 	"catface/app/model_es"
+	"catface/app/model_redis"
 	"catface/app/service/animals/curd"
 	"catface/app/service/upload_file"
 	"catface/app/utils/query_handler"
 	"catface/app/utils/redis_factory"
 	"catface/app/utils/response"
+	"encoding/json"
 	"os"
 	"path/filepath"
 	"strconv"
@@ -37,37 +39,45 @@ func (a *Animals) List(context *gin.Context) {
 	mode := context.GetString(consts.ValidatorPrefix + "mode")
 
 	// TAG prefer MODE 查询模式。
-	var redis_preferCatsId []int64
 	var key int64
+	var redis_selctedCatsId model_redis.SelectedAnimal4Prefer
 	var animalsWithLike []model.AnimalWithLikeList
 	if mode == consts.AnimalPreferMode {
 		key = int64(context.GetFloat64(consts.ValidatorPrefix + "key"))
+		redis_selctedCatsId.Key = key
 
 		redisClient := redis_factory.GetOneRedisClient()
 		defer redisClient.ReleaseOneRedisClient()
 		if key != 0 {
-			redis_preferCatsId, _ = redisClient.Int64sFromList(redisClient.Execute("lrange", key, 0, -1))
+			if res, err := redisClient.String(redisClient.Execute("get", key)); err == nil {
+				json.Unmarshal([]byte(res), &redis_selctedCatsId)
+			} else {
+				_ = err
+			}
 		} else {
 			key = variable.SnowFlake.GetId()
 		}
 
-		if len(redis_preferCatsId) == skip {
-			preferCatsId, preferCats, _ := getPreferCatsId(int(userId), num, skip, attrs)
-			if len(preferCatsId) > 0 {
-				redis_preferCatsId = append(redis_preferCatsId, preferCatsId...)
-				animalsWithLike = append(animalsWithLike, preferCats...)
+		if redis_selctedCatsId.Length() == skip {
+			preferCats, _ := getPreferCats(int(userId), num, attrs, &redis_selctedCatsId)
+			if len(preferCats) > 0 {
+				animalsWithLike = preferCats
 			}
 
-			if _, err := redisClient.String(redisClient.Execute("lpush", key, redis_preferCatsId)); err != nil {
+			// TODO 刷新 Redis 有效期
+			if value, err := json.Marshal(redis_selctedCatsId); err == nil {
+				if _, err := redisClient.String(redisClient.Execute("set", key, string(value))); err != nil {
+					// TODO
+				}
 			}
 		}
 	}
 
-	// 计算还需要多少动物
+	// 计算还需要多少毛茸茸
 	num -= len(animalsWithLike)
-	skip = max(0, skip-len(redis_preferCatsId))
+	skip = max(0, skip-redis_selctedCatsId.Length())
 	if num > 0 {
-		additionalAnimals := curd.CreateAnimalsCurdFactory().List(attrs, gender, breed, sterilization, status, department, redis_preferCatsId, num, skip, int(userId))
+		additionalAnimals := curd.CreateAnimalsCurdFactory().List(attrs, gender, breed, sterilization, status, department, redis_selctedCatsId.GetAllIds(), num, skip, int(userId))
 		// 将 additionalAnimals 整合到 animalsWithLike 的后面
 		animalsWithLike = append(animalsWithLike, additionalAnimals...)
 	}
@@ -82,10 +92,43 @@ func (a *Animals) List(context *gin.Context) {
 	}
 }
 
-// UPDATE 就先简单一些，主要就依靠 encounter - animal_id 来获取一个目标。
-func getPreferCatsId(userId, num, skip int, attrs string) (ids []int64, list []model.AnimalWithLikeList, err error) {
-	// STAGE - 1 模块一，无视过滤条件，获取路遇“过”的 id 列表；先获取 ID，然后再去查询细节信息。
-	ids, err = model.CreateEncounterFactory("").EncounteredCats(userId, num, skip)
+/**
+ * @description: 在常规条件过滤查询之前，通过一定规则获取偏好的目标。
+ * @param {*} userId
+ * @param {int} num
+ * @param {string} attrs
+ * @param {model_redis.SelectedAnimal4Prefer} redis 使用单独的结构体，更清晰的控制中间状态。
+ * @return {*}
+ */
+func getPreferCats(userId, num int, attrs string, redis *model_redis.SelectedAnimal4Prefer) (list []model.AnimalWithLikeList, err error) {
+	// STAGE #1 无视过滤条件，获取路遇“过”的 id 列表；先获取 ID，然后再去查询细节信息。
+	ids, err := model.CreateEncounterFactory("").EncounteredCatsId(userId, num, redis.NumEnc(), redis.NewCatsId)
+
+	// STAGE #2 获取近期新增的毛茸茸；只在第一次操作 && 数量不够时 启用。
+	var idsNew []int64
+	if !redis.PassNew() && len(ids) < num {
+		// 获取近期新增的毛茸茸
+		newCats, _ := model.CreateAnimalFactory("").NewCatsId(3, 0) // INFO 硬编码获取最新的 3 个。
+
+		// 去重：默认只会在首次查询时启用，所以只需要去重 STAGE#1 的 ids。
+		uniqueIds := make(map[int64]bool)
+		for _, id := range ids {
+			uniqueIds[id] = true
+		}
+
+		for _, id := range newCats {
+			if _, ok := uniqueIds[id]; !ok {
+				idsNew = append(idsNew, id)
+			}
+		}
+	}
+
+	// 3. 合并然后查询数据 && 处理 redis 之间的处理。
+	redis.AppendEncIds(ids)
+	if len(idsNew) > 0 {
+		ids = append(ids, idsNew...)
+		redis.NewCatsId = idsNew
+	}
 
 	if err == nil && len(ids) > 0 {
 		attrsSlice := query_handler.StringToStringArray(attrs)
diff --git a/app/model/animal.go b/app/model/animal.go
index db74c2b..716c1aa 100644
--- a/app/model/animal.go
+++ b/app/model/animal.go
@@ -134,3 +134,9 @@ func (a *Animal) InsertDate(c *gin.Context) (tmp Animal, ok bool) {
 	}
 	return tmp, false
 }
+
+func (a *Animal) NewCatsId(num, skip int) (temp []int64, err error) {
+	db := a.DB.Table(a.TableName()).Limit(int(num)).Offset(int(skip)).Select("id")
+	err = db.Order("updated_at DESC").Find(&temp).Error
+	return
+}
diff --git a/app/model/encounter.go b/app/model/encounter.go
index 6654aa7..b9fd45f 100644
--- a/app/model/encounter.go
+++ b/app/model/encounter.go
@@ -179,7 +179,7 @@ func (e *Encounter) ShowByIDs(ids []int64, attrs ...string) (temp []Encounter) {
  * @param {int} num 限制查询的数量；
  * @return {*}
  */
-func (e *Encounter) EncounteredCats(user_id, num, skip int) ([]int64, error) {
+func (e *Encounter) EncounteredCatsId(user_id, num, skip int, notInIds []int64) ([]int64, error) {
 	sql := `SELECT DISTINCT eal.animal_id 
             FROM encounter_animal_links eal
             JOIN encounters e 
diff --git a/app/model_redis/selectedAnimal4Prefer.go b/app/model_redis/selectedAnimal4Prefer.go
new file mode 100644
index 0000000..329b93b
--- /dev/null
+++ b/app/model_redis/selectedAnimal4Prefer.go
@@ -0,0 +1,31 @@
+package model_redis
+
+// INFO 辅助 animal - list - prefer 模式下的查询特化。
+
+type SelectedAnimal4Prefer struct {
+	Key               int64   `json:"-"`                   // redis 的 key 值
+	EncounteredCatsId []int64 `json:"encountered_cats_id"` // #1 对应第一阶段：近期路遇关联
+	NewCatsId         []int64 `json:"new_cats_id"`         // #2 对应第二阶段：近期新增
+}
+
+func (s *SelectedAnimal4Prefer) PassNew() bool {
+	return s.Key != 0
+}
+
+func (s *SelectedAnimal4Prefer) Length() int {
+	return len(s.NewCatsId) + len(s.EncounteredCatsId)
+}
+
+func (s *SelectedAnimal4Prefer) NumEnc() int {
+	return len(s.EncounteredCatsId)
+}
+
+func (s *SelectedAnimal4Prefer) GetAllIds() []int64 {
+	return append(s.EncounteredCatsId, s.NewCatsId...)
+}
+
+func (s *SelectedAnimal4Prefer) AppendEncIds(ids []int64) {
+	for _, id := range ids {
+		s.EncounteredCatsId = append(s.EncounteredCatsId, int64(id))
+	}
+}
diff --git a/test/redis_test.go b/test/redis_test.go
index 83e3942..2dc06aa 100644
--- a/test/redis_test.go
+++ b/test/redis_test.go
@@ -2,8 +2,10 @@ package test
 
 import (
 	"catface/app/global/variable"
+	"catface/app/model_redis"
 	"catface/app/utils/redis_factory"
 	_ "catface/bootstrap"
+	"encoding/json"
 	"fmt"
 	"testing"
 	"time"
@@ -170,3 +172,30 @@ func TestRedisList(t *testing.T) {
 		t.Logf("单元测试通过,%v\n", res)
 	}
 }
+
+// 测试 struct 处理 By Json
+func TestStruct(t *testing.T) {
+	redisClient := redis_factory.GetOneRedisClient()
+	defer redisClient.ReleaseOneRedisClient()
+
+	tmp := model_redis.SelectedAnimal4Prefer{
+		Key:               2,
+		NewCatsId:         []int64{1, 2},
+		EncounteredCatsId: []int64{3, 4},
+	}
+
+	key := variable.SnowFlake.GetId()
+	value, _ := json.Marshal(tmp)
+	t.Log(value)
+	_, err := redisClient.String(redisClient.Execute("set", key, string(value)))
+	if err != nil {
+		t.Errorf("单元测试失败,%s\n", err.Error())
+	}
+	if res, err := redisClient.String(redisClient.Execute("get", key)); err != nil {
+		t.Errorf("单元测试失败,%s\n", err.Error())
+	} else {
+		var tmp2 model_redis.SelectedAnimal4Prefer
+		json.Unmarshal([]byte(res), &tmp2)
+		t.Logf("单元测试通过,%v %v %v\n", tmp2, tmp2.NewCatsId, tmp2.EncounteredCatsId)
+	}
+}