\n| \n Gemini 2.0<\/p>\n<\/td>\n | \n 1M tokens<\/p>\n<\/td>\n | \n ~67 \u4e07\u5b57<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n 3.2 \u7a97\u53e3\u6ee1\u4e86\u600e\u4e48\u529e<\/h5>\n\u5f53\u5bf9\u8bdd\u592a\u957f\u8d85\u51fa\u4e0a\u4e0b\u6587\u7a97\u53e3，\u6709\u4e09\u79cd\u7b56\u7565：<\/p>\n \u7b56\u7565\u4e00：\u6ed1\u52a8\u7a97\u53e3（Sliding Window）<\/p>\n \u4fdd\u7559\u6700\u8fd1\u7684 N \u6761\u6d88\u606f，\u4e22\u5f03\u6700\u65e9\u7684\u6d88\u606f\u3002<\/p>\n [\u6d88\u606f1] \u7528\u6237：\u6211\u53eb\u5f20\u4e09
\n[\u6d88\u606f2] \u52a9\u624b：\u4f60\u597d\u5f20\u4e09
\n[\u6d88\u606f3] \u7528\u6237：\u5e2e\u6211\u67e5\u5929\u6c14
\n[\u6d88\u606f4] \u52a9\u624b：\u5317\u4eac\u6674
\n…
\n[\u6d88\u606f99] \u7528\u6237：\u6211\u53eb\u4ec0\u4e48\u540d\u5b57？
\n[\u6d88\u606f100] \u52a9\u624b：？？？（\u56e0\u4e3a\u6d88\u606f1\u5df2\u88ab\u4e22\u5f03）<\/p>\n \u4f18\u70b9：\u5b9e\u73b0\u7b80\u5355<\/p>\n \u7f3a\u70b9：\u4e22\u5931\u65e9\u671f\u5173\u952e\u4fe1\u606f<\/p>\n \u7b56\u7565\u4e8c：\u6458\u8981\u538b\u7f29（Summarization）<\/p>\n \u5f53\u7a97\u53e3\u5373\u5c06\u6ee1\u65f6，\u628a\u65e9\u671f\u6d88\u606f\u538b\u7f29\u6210\u4e00\u6bb5\u6458\u8981\u3002<\/p>\n [\u6458\u8981] \u7528\u6237\u53eb\u5f20\u4e09，\u540e\u7aef\u5f00\u53d1\u8005，\u6b63\u5728\u505a\u4e00\u4e2a\u7535\u5546\u9879\u76ee\u3002
\n[\u6d88\u606f50] \u7528\u6237：\u5e2e\u6211\u770b\u770b\u8ba2\u5355\u670d\u52a1\u7684\u4ee3\u7801
\n[\u6d88\u606f51] \u52a9\u624b：\u597d\u7684，\u6b63\u5728\u5206\u6790…<\/p>\n \u4f18\u70b9：\u4fdd\u7559\u5173\u952e\u4fe1\u606f<\/p>\n \u7f3a\u70b9：\u6458\u8981\u53ef\u80fd\u4e22\u5931\u7ec6\u8282；\u6458\u8981\u672c\u8eab\u4e5f\u5360 token<\/p>\n \u7b56\u7565\u4e09：\u7ed3\u6784\u5316\u8bb0\u5fc6（Structured Memory）<\/p>\n \u628a\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u6210\u7ed3\u6784\u5316\u6570\u636e，\u5b58\u5728\u4e0a\u4e0b\u6587\u4e4b\u5916\u3002
\n\u53ea\u5728\u9700\u8981\u65f6\u6ce8\u5165\u56de\u4e0a\u4e0b\u6587\u3002<\/p>\n {
\n "user_profile": {
\n "name": "\u5f20\u4e09",
\n "role": "\u540e\u7aef\u5f00\u53d1\u8005",
\n "tech_stack": ["Go", "PostgreSQL"],
\n "project": "\u7535\u5546\u5e73\u53f0"
\n },
\n "conversation_state": {
\n "current_topic": "\u8ba2\u5355\u670d\u52a1\u4ee3\u7801\u5ba1\u67e5",
\n "files_reviewed": ["internal\/order\/service.go"],
\n "pending_actions": ["\u68c0\u67e5\u5185\u5b58\u6cc4\u6f0f"]
\n }
\n}<\/p>\n \u4f18\u70b9：\u7cbe\u786e\u3001\u8282\u7701 token<\/p>\n \u7f3a\u70b9：\u9700\u8981\u989d\u5916\u7684\u63d0\u53d6\u903b\u8f91<\/p>\n
\n\u56db\u3001L2：\u4f1a\u8bdd\u8bb0\u5fc6\u2014\u2014\u8ba9 Agent \u8bb0\u5f97\u4f4f"\u521a\u624d\u7684\u4e8b"<\/h4>\n\u4f1a\u8bdd\u8bb0\u5fc6\u662f Agent \u5728\u5f53\u524d\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u548c\u7ef4\u62a4\u7684\u5173\u952e\u4e8b\u5b9e\u3002<\/p>\n 4.1 \u5b9e\u73b0\u65b9\u5f0f<\/h5>\ntype SessionMemory struct {
\n sessionID string
\n facts map[string]string \/\/ key-value \u4e8b\u5b9e\u5b58\u50a8
\n history []Message \/\/ \u5bf9\u8bdd\u5386\u53f2\u6458\u8981
\n}<\/p>\n func (sm *SessionMemory) ExtractFacts(message string) {
\n \/\/ \u8c03\u7528 LLM \u4ece\u6d88\u606f\u4e2d\u63d0\u53d6\u4e8b\u5b9e
\n \/\/ "\u6211\u53eb\u5f20\u4e09" \u2192 {"user.name": "\u5f20\u4e09"}
\n \/\/ "\u6211\u7528 Go \u5f00\u53d1" \u2192 {"user.tech_stack": "Go"}
\n}<\/p>\n func (sm *SessionMemory) GetFact(key string) (string, bool) {
\n val, ok := sm.facts[key]
\n return val, ok
\n}<\/p>\n func (sm *SessionMemory) InjectContext() string {
\n \/\/ \u628a\u8bb0\u5fc6\u6ce8\u5165\u5230\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d
\n return fmt.Sprintf("\u7528\u6237\u4fe1\u606f：\u59d3\u540d %s，\u6280\u672f\u6808 %s",
\n sm.facts["user.name"], sm.facts["user.tech_stack"])
\n}<\/p>\n 4.2 \u4e8b\u5b9e\u63d0\u53d6\u7684\u7b56\u7565<\/h5>\n\u4e0d\u662f\u6240\u6709\u4fe1\u606f\u90fd\u503c\u5f97\u8bb0\u4f4f\u3002\u597d\u7684 Agent \u4f1a\u5224\u65ad：<\/p>\n \u503c\u5f97\u8bb0\u4f4f\u7684\u4fe1\u606f：<\/p>\n \n- \n
\u7528\u6237\u7684\u8eab\u4efd\u4fe1\u606f（\u59d3\u540d\u3001\u804c\u4f4d\u3001\u516c\u53f8）<\/p>\n<\/li>\n - \n
\u7528\u6237\u7684\u504f\u597d（"\u6211\u4e0d\u559c\u6b22 Python"\u3001"\u6211\u559c\u6b22\u7b80\u6d01\u7684\u4ee3\u7801"）<\/p>\n<\/li>\n - \n
\u6b63\u5728\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1（"\u6211\u5728\u91cd\u6784\u8ba2\u5355\u6a21\u5757"）<\/p>\n<\/li>\n - \n
\u91cd\u8981\u7684\u7ea6\u5b9a（"\u4e0b\u5348\u4e09\u70b9\u5f00\u4f1a"）<\/p>\n<\/li>\n<\/ul>\n \u4e0d\u503c\u5f97\u8bb0\u4f4f\u7684\u4fe1\u606f：<\/p>\n \n- \n
\u4e34\u65f6\u7684\u95f2\u804a（"\u4eca\u5929\u5929\u6c14\u4e0d\u9519"）<\/p>\n<\/li>\n - \n
\u4e00\u6b21\u6027\u7684\u8bf7\u6c42（"\u5e2e\u6211\u7b97\u4e00\u4e0b 123 * 456"）<\/p>\n<\/li>\n - \n
\u60c5\u7eea\u5316\u7684\u8868\u8fbe（"\u6c14\u6b7b\u6211\u4e86"）<\/p>\n<\/li>\n<\/ul>\n
\n\u4e94\u3001L3：\u957f\u671f\u8bb0\u5fc6\u2014\u2014\u8de8\u4f1a\u8bdd\u7684 Agent \u5927\u8111<\/h4>\n\u957f\u671f\u8bb0\u5fc6\u8ba9 Agent \u80fd\u5728\u4e0d\u540c\u4f1a\u8bdd\u4e4b\u95f4\u8bb0\u4f4f\u7528\u6237\u3002\u8fd9\u662f Agent \u771f\u6b63\u53d8\u5f97"\u61c2\u4f60"\u7684\u5173\u952e\u3002<\/p>\n 5.1 \u5b58\u50a8\u9009\u578b<\/h5>\n\n\n\u5b58\u50a8\u65b9\u6848<\/p>\n \u9002\u7528\u573a\u666f<\/p>\n \u4f18\u70b9<\/p>\n \u7f3a\u70b9<\/p>\n<\/tr>\n \n\n| \n \u5411\u91cf\u6570\u636e\u5e93<\/p>\n<\/td>\n | \n \u8bed\u4e49\u641c\u7d22\u3001\u76f8\u4f3c\u5ea6\u5339\u914d<\/p>\n<\/td>\n | \n \u7075\u6d3b\u3001\u652f\u6301\u6a21\u7cca\u68c0\u7d22<\/p>\n<\/td>\n | \n \u9700\u8981 embedding \u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n | \n| \n \u5173\u7cfb\u6570\u636e\u5e93<\/p>\n<\/td>\n | \n \u7ed3\u6784\u5316\u4e8b\u5b9e<\/p>\n<\/td>\n | \n \u7cbe\u786e\u3001\u4e8b\u52a1\u652f\u6301<\/p>\n<\/td>\n | \n \u4e0d\u652f\u6301\u8bed\u4e49\u641c\u7d22<\/p>\n<\/td>\n<\/tr>\n | \n| \n Redis<\/p>\n<\/td>\n | \n \u9ad8\u9891\u8bbf\u95ee\u7684\u77ed\u671f\u4e8b\u5b9e<\/p>\n<\/td>\n | \n \u6781\u5feb<\/p>\n<\/td>\n | \n \u6301\u4e45\u5316\u9700\u989d\u5916\u914d\u7f6e<\/p>\n<\/td>\n<\/tr>\n | \n| \n \u6587\u4ef6\u7cfb\u7edf<\/p>\n<\/td>\n | \n \u5c0f\u578b\u9879\u76ee\u3001\u539f\u578b<\/p>\n<\/td>\n | \n \u96f6\u4f9d\u8d56<\/p>\n<\/td>\n | \n \u4e0d\u9002\u5408\u5927\u89c4\u6a21<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n 5.2 \u5411\u91cf\u6570\u636e\u5e93\u7684\u5de5\u4f5c\u6d41\u7a0b<\/h5>\nStep 1: \u63d0\u53d6\u4e8b\u5b9e \u2192 "\u7528\u6237\u5f20\u4e09，\u540e\u7aef\u5f00\u53d1\u8005，\u6280\u672f\u6808 Go"
\nStep 2: \u751f\u6210\u5411\u91cf \u2192 [0.12, 0.87, 0.33, …] (768\u7ef4)
\nStep 3: \u5b58\u5165\u5411\u91cf\u5e93 \u2192 \u5173\u8054 user_id=10086
\nStep 4: \u65b0\u4f1a\u8bdd\u5f00\u59cb\u65f6 \u2192 \u7528 user_id \u68c0\u7d22\u76f8\u5173\u8bb0\u5fc6
\nStep 5: \u53ec\u56de\u6700\u76f8\u5173\u7684 K \u6761\u8bb0\u5fc6 \u2192 \u6ce8\u5165\u4e0a\u4e0b\u6587<\/p>\n 5.3 \u8bb0\u5fc6\u7684\u65f6\u6548\u6027<\/h5>\n\u4e0d\u662f\u6240\u6709\u8bb0\u5fc6\u90fd\u6c38\u8fdc\u6709\u6548\u3002\u9700\u8981\u5f15\u5165\u8870\u51cf\u673a\u5236：<\/p>\n type MemoryItem struct {
\n Key string
\n Value string
\n CreatedAt time.Time
\n AccessedAt time.Time
\n AccessCount int
\n TTL time.Duration \/\/ \u8fc7\u671f\u65f6\u95f4
\n}<\/p>\n \/\/ \u8870\u51cf\u7b56\u7565
\nfunc (m *MemoryItem) IsStale() bool {
\n \/\/ 1. \u8d85\u8fc7 TTL \u7684\u8bb0\u5fc6\u89c6\u4e3a\u8fc7\u671f
\n if time.Since(m.CreatedAt) > m.TTL {
\n return true
\n }
\n \/\/ 2. \u5f88\u4e45\u6ca1\u88ab\u8bbf\u95ee\u7684\u8bb0\u5fc6\u964d\u7ea7
\n if time.Since(m.AccessedAt) > m.TTL \/ 2 {
\n return true
\n }
\n return false
\n}<\/p>\n \u8870\u51cf\u7b56\u7565\u793a\u4f8b：<\/p>\n \n- \n
\u7528\u6237\u7684\u4e34\u65f6\u504f\u597d（"\u6211\u4eca\u5929\u60f3\u5403\u8fa3\u7684"）：24 \u5c0f\u65f6\u8fc7\u671f<\/p>\n<\/li>\n - \n
\u7528\u6237\u7684\u56fa\u5b9a\u5c5e\u6027（"\u6211\u662f\u540e\u7aef\u5f00\u53d1\u8005"）：30 \u5929\u5237\u65b0\u4e00\u6b21<\/p>\n<\/li>\n - \n
\u7528\u6237\u7684\u957f\u671f\u7279\u5f81（"\u6211\u8ba8\u538c PHP"）：\u6c38\u4e0d\u8fc7\u671f，\u4f46\u8bbf\u95ee\u9891\u7387\u964d\u4f4e\u540e\u6743\u91cd\u4e0b\u964d<\/p>\n<\/li>\n<\/ul>\n
\n\u516d\u3001\u8bb0\u5fc6\u7684\u6ce8\u5165\u4e0e\u63d0\u53d6<\/h4>\n6.1 \u6ce8\u5165\u65f6\u673a<\/h5>\n\u8bb0\u5fc6\u9700\u8981\u5728\u6b63\u786e\u7684\u65f6\u673a\u6ce8\u5165\u5230\u4e0a\u4e0b\u6587\u4e2d：<\/p>\n - \n
\u4f1a\u8bdd\u5f00\u59cb\u65f6：\u6ce8\u5165\u7528\u6237\u753b\u50cf\u3001\u957f\u671f\u504f\u597d<\/p>\n<\/li>\n - \n
\u5de5\u5177\u8c03\u7528\u524d\u540e：\u6ce8\u5165\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587<\/p>\n<\/li>\n - \n
\u4e0a\u4e0b\u6587\u7a97\u53e3\u5c06\u6ee1\u65f6：\u6ce8\u5165\u6458\u8981<\/p>\n<\/li>\n - \n
\u7528\u6237\u63d0\u53ca\u7279\u5b9a\u8bdd\u9898\u65f6：\u6ce8\u5165\u76f8\u5173\u8bb0\u5fc6<\/p>\n<\/li>\n 6.2 \u63d0\u53d6\u7b56\u7565<\/h5>\n\u4ece\u7528\u6237\u6d88\u606f\u4e2d\u63d0\u53d6\u8bb0\u5fc6\u9700\u8981 LLM \u8f85\u52a9：<\/p>\n \u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u4e00\u90e8\u5206：
\n"\u4ece\u7528\u6237\u7684\u6d88\u606f\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f，\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa\u3002
\n\u53ea\u63d0\u53d6\u4e8b\u5b9e\u6027\u7684\u3001\u5bf9\u672a\u6765\u5bf9\u8bdd\u6709\u5e2e\u52a9\u7684\u4fe1\u606f\u3002
\n\u5ffd\u7565\u60c5\u7eea\u5316\u8868\u8fbe\u548c\u4e34\u65f6\u6027\u8bf7\u6c42\u3002"<\/p>\n \u7528\u6237\u6d88\u606f："\u6211\u53eb\u5f20\u4e09，\u662f\u4e2a\u540e\u7aef\u7a0b\u5e8f\u5458\u3002\u4eca\u5929\u5fc3\u60c5\u4e0d\u592a\u597d，\u5e2e\u6211\u770b\u770b\u8fd9\u6bb5\u4ee3\u7801\u54ea\u91cc\u6709\u95ee\u9898\u3002"<\/p>\n \u6a21\u578b\u8f93\u51fa：
\n{
\n "extracted_facts": [
\n {"key": "user.name", "value": "\u5f20\u4e09"},
\n {"key": "user.role", "value": "\u540e\u7aef\u7a0b\u5e8f\u5458"}
\n ],
\n "ignored": ["\u5fc3\u60c5\u4e0d\u592a\u597d"]
\n}<\/p>\n 6.3 \u51b2\u7a81\u89e3\u51b3<\/h5>\n\u5f53\u65b0\u4fe1\u606f\u548c\u65e7\u8bb0\u5fc6\u51b2\u7a81\u65f6\u600e\u4e48\u529e？<\/p>\n \u65e7\u8bb0\u5fc6：\u7528\u6237\u53eb\u5f20\u4e09
\n\u65b0\u6d88\u606f："\u5176\u5b9e\u6211\u4e0d\u53eb\u5f20\u4e09，\u6211\u53eb\u674e\u56db"<\/p>\n \u5904\u7406\u7b56\u7565：
\n1. \u7f6e\u4fe1\u5ea6\u6bd4\u8f83：\u5982\u679c\u65b0\u4fe1\u606f\u6765\u81ea\u7528\u6237\u660e\u786e\u58f0\u660e，\u8986\u76d6\u65e7\u8bb0\u5fc6
\n2. \u65f6\u95f4\u4f18\u5148：\u8f83\u65b0\u7684\u4fe1\u606f\u8986\u76d6\u65e7\u7684
\n3. \u4eba\u5de5\u786e\u8ba4：\u4e0d\u786e\u5b9a\u65f6\u95ee\u7528\u6237"\u6211\u8bb0\u5f97\u60a8\u4e4b\u524d\u8bf4\u53eb\u5f20\u4e09，\u73b0\u5728\u6539\u6210\u674e\u56db\u4e86\u5417？"<\/p>\n
\n\u4e03\u3001\u5b9e\u6218：\u7ed9 Agent \u52a0\u4e0a\u4e09\u5c42\u8bb0\u5fc6<\/h4>\npackage main<\/p>\n import (
\n"context"
\n"fmt"
\n"sync"
\n"time"
\n)<\/p>\n \/\/ L1: \u4e0a\u4e0b\u6587\u7a97\u53e3（\u7531 LLM SDK \u81ea\u5e26，\u6b64\u5904\u6a21\u62df）
\ntype ContextWindow struct {
\nmessages []string
\nmaxSize int
\n}<\/p>\n func (cw *ContextWindow) Add(msg string) {
\ncw.messages = append(cw.messages, msg)
\nif len(cw.messages) > cw.maxSize {
\ncw.messages = cw.messages[len(cw.messages)-cw.maxSize:]
\n}
\n}<\/p>\n \/\/ L2: \u4f1a\u8bdd\u8bb0\u5fc6
\ntype SessionMemory struct {
\nmu sync.RWMutex
\nfacts map[string]string
\n}<\/p>\n func NewSessionMemory() *SessionMemory {
\nreturn &SessionMemory{facts: make(map[string]string)}
\n}<\/p>\n func (sm *SessionMemory) Set(key, value string) {
\nsm.mu.Lock()
\ndefer sm.mu.Unlock()
\nsm.facts[key] = value
\n}<\/p>\n func (sm *SessionMemory) Get(key string) (string, bool) {
\nsm.mu.RLock()
\ndefer sm.mu.RUnlock()
\nv, ok := sm.facts[key]
\nreturn v, ok
\n}<\/p>\n func (sm *SessionMemory) GetAll() map[string]string {
\nsm.mu.RLock()
\ndefer sm.mu.RUnlock()
\ncopy := make(map[string]string)
\nfor k, v := range sm.facts {
\ncopy[k] = v
\n}
\nreturn copy
\n}<\/p>\n \/\/ L3: \u957f\u671f\u8bb0\u5fc6（\u7b80\u5316\u7248，\u7528 map \u6a21\u62df\u5411\u91cf\u6570\u636e\u5e93）
\ntype LongTermMemory struct {
\nmu sync.RWMutex
\nmemories map[string][]MemoryItem \/\/ user_id \u2192 memories
\n}<\/p>\n type MemoryItem struct {
\nKey string
\nValue string
\nCreatedAt time.Time
\nTTL time.Duration
\n}<\/p>\n func NewLongTermMemory() *LongTermMemory {
\nreturn &LongTermMemory{memories: make(map[string][]MemoryItem)}
\n}<\/p>\n func (ltm *LongTermMemory) Store(userID, key, value string, ttl time.Duration) {
\nltm.mu.Lock()
\ndefer ltm.mu.Unlock()
\nltm.memories[userID] = append(ltm.memories[userID], MemoryItem{
\nKey: key, Value: value, CreatedAt: time.Now(), TTL: ttl,
\n})
\n}<\/p>\n func (ltm *LongTermMemory) Recall(userID string) map[string]string {
\nltm.mu.RLock()
\ndefer ltm.mu.RUnlock()
\nresult := make(map[string]string)
\nnow := time.Now()
\nfor _, item := range ltm.memories[userID] {
\nif now.Sub(item.CreatedAt) < item.TTL {
\nresult[item.Key] = item.Value
\n}
\n}
\nreturn result
\n}<\/p>\n \/\/ Agent \u6574\u5408\u4e09\u5c42\u8bb0\u5fc6
\ntype AgentWithMemory struct {
\nUserID string
\nContext *ContextWindow
\nSession *SessionMemory
\nLongTerm *LongTermMemory
\n}<\/p>\n func NewAgentWithMemory(userID string) *AgentWithMemory {
\nreturn &AgentWithMemory{
\nUserID: userID,
\nContext: &ContextWindow{maxSize: 20},
\nSession: NewSessionMemory(),
\nLongTerm: NewLongTermMemory(),
\n}
\n}<\/p>\n func (a *AgentWithMemory) Process(userMsg string) string {
\n\/\/ 1. \u4ece\u7528\u6237\u6d88\u606f\u4e2d\u63d0\u53d6\u4e8b\u5b9e（\u6a21\u62df LLM \u63d0\u53d6）
\nif name, ok := extractName(userMsg); ok {
\na.Session.Set("user.name", name)
\na.LongTerm.Store(a.UserID, "user.name", name, 30 * 24*time.Hour)
\n}<\/p>\n \/\/ 2. \u6ce8\u5165\u957f\u671f\u8bb0\u5fc6\u5230\u4e0a\u4e0b\u6587
\nlongTermFacts := a.LongTerm.Recall(a.UserID)
\nsessionFacts := a.Session.GetAll()<\/p>\n contextInject := "\u3010\u5df2\u77e5\u4fe1\u606f\u3011\\\\n"
\nfor k, v := range longTermFacts {
\ncontextInject += fmt.Sprintf("- %s: %s\\\\n", k, v)
\n}
\nfor k, v := range sessionFacts {
\nif _, exists := longTermFacts[k]; !exists {
\ncontextInject += fmt.Sprintf("- %s: %s (\u672c\u6b21\u4f1a\u8bdd)\\\\n", k, v)
\n}
\n}<\/p>\n \/\/ 3. \u6a21\u62df LLM \u56de\u590d
\nreply := fmt.Sprintf("%s\\\\n\u7528\u6237\u8bf4: %s\\\\n(Agent \u57fa\u4e8e\u8bb0\u5fc6\u505a\u51fa\u56de\u5e94)", contextInject, userMsg)<\/p>\n \/\/ 4. \u66f4\u65b0\u4e0a\u4e0b\u6587\u7a97\u53e3
\na.Context.Add(fmt.Sprintf("\u7528\u6237: %s", userMsg))
\na.Context.Add(fmt.Sprintf("\u52a9\u624b: %s", reply))<\/p>\n return reply
\n}<\/p>\n \/\/ \u7b80\u5355\u7684\u540d\u5b57\u63d0\u53d6（\u6f14\u793a\u7528）
\nfunc extractName(msg string) (string, bool) {
\nvar name string
\nn, _ := fmt.Sscanf(msg, "\u6211\u53eb%s", &name)
\nreturn name, n == 1
\n}<\/p>\n func main() {
\nagent := NewAgentWithMemory("user_10086")<\/p>\n \/\/ \u7b2c\u4e00\u6b21\u5bf9\u8bdd
\nr1 := agent.Process("\u4f60\u597d，\u6211\u53eb\u5f20\u4e09")
\nfmt.Println("=== \u7b2c\u4e00\u6b21 ===")
\nfmt.Println(r1)<\/p>\n \/\/ \u540c\u4e00\u4f1a\u8bdd\u4e2d\u7684\u7b2c\u4e8c\u6b21\u5bf9\u8bdd
\nr2 := agent.Process("\u4f60\u8fd8\u8bb0\u5f97\u6211\u53eb\u4ec0\u4e48\u5417？")
\nfmt.Println("\\\\n=== \u7b2c\u4e8c\u6b21（\u540c\u4e00\u4f1a\u8bdd）===")
\nfmt.Println(r2)<\/p>\n \/\/ \u6a21\u62df\u65b0\u4f1a\u8bdd（\u65b0\u5efa Agent，\u4f46\u957f\u671f\u8bb0\u5fc6\u8fd8\u5728）
\nnewSession := NewAgentWithMemory("user_10086")
\nnewSession.LongTerm = agent.LongTerm \/\/ \u5171\u4eab\u957f\u671f\u8bb0\u5fc6<\/p>\n r3 := newSession.Process("\u4f60\u77e5\u9053\u6211\u662f\u8c01\u5417？")
\nfmt.Println("\\\\n=== \u7b2c\u4e09\u6b21（\u65b0\u4f1a\u8bdd）===")
\nfmt.Println(r3)
\n}<\/p>\n
\n\u516b\u3001\u8bb0\u5fc6\u7684\u5b89\u5168\u4e0e\u9690\u79c1<\/h4>\n8.1 \u7528\u6237\u63a7\u5236\u6743<\/h5>\n\u597d\u7684 Agent \u5e94\u8be5\u8ba9\u7528\u6237\u62e5\u6709\u5bf9\u81ea\u5df1\u8bb0\u5fc6\u7684\u63a7\u5236\u6743：<\/p>\n \n- \n
\u67e5\u770b："\u6211\u90fd\u8bb0\u5f97\u5173\u4e8e\u4f60\u7684\u54ea\u4e9b\u4fe1\u606f？"<\/p>\n<\/li>\n - \n
\u5220\u9664："\u628a\u6211\u4e0a\u5468\u8bf4\u7684\u90a3\u53e5\u8bdd\u5fd8\u6389"<\/p>\n<\/li>\n - \n
\u4fee\u6539："\u6211\u4e4b\u524d\u8bf4\u7684\u4e0d\u5bf9，\u5176\u5b9e\u6211\u7528\u7684\u662f Rust \u4e0d\u662f Go"<\/p>\n<\/li>\n - \n
\u5bfc\u51fa："\u628a\u6211\u7684\u8bb0\u5fc6\u6570\u636e\u5bfc\u51fa\u6765"<\/p>\n<\/li>\n<\/ul>\n 8.2 \u654f\u611f\u4fe1\u606f\u4fdd\u62a4<\/h5>\n\n- \n
\u5bc6\u7801\u3001\u5bc6\u94a5\u3001Token \u7b49\u654f\u611f\u4fe1\u606f\u7edd\u4e0d\u5b58\u5165\u957f\u671f\u8bb0\u5fc6<\/p>\n<\/li>\n - \n
\u5373\u4f7f\u5b58\u5165\u4f1a\u8bdd\u8bb0\u5fc6，\u4e5f\u8981\u5728\u4f1a\u8bdd\u7ed3\u675f\u65f6\u6e05\u9664<\/p>\n<\/li>\n - \n
\u8bb0\u5fc6\u6570\u636e\u5e94\u52a0\u5bc6\u5b58\u50a8（AES-256）<\/p>\n<\/li>\n<\/ul>\n 8.3 \u9057\u5fd8\u673a\u5236<\/h5>\nGDPR \u8981\u6c42\u7684"\u88ab\u9057\u5fd8\u6743"\u5728 Agent \u4e2d\u540c\u6837\u91cd\u8981：<\/p>\n func (ltm *LongTermMemory) Forget(userID string, key string) {
\n ltm.mu.Lock()
\n defer ltm.mu.Unlock()<\/p>\n memories := ltm.memories[userID]
\n filtered := make([]MemoryItem, 0)
\n for _, item := range memories {
\n if item.Key != key {
\n filtered = append(filtered, item)
\n }
\n }
\n ltm.memories[userID] = filtered
\n}<\/p>\n
\n\u4e5d\u3001\u8bfe\u540e\u5b9e\u8df5<\/h4>\n\u4efb\u52a1：\u5b9e\u73b0\u4e00\u4e2a\u5e26\u6709\u4e09\u5c42\u8bb0\u5fc6\u7684 Agent，\u8ba9\u5b83\u80fd\u8de8\u4f1a\u8bdd\u8bb0\u4f4f\u7528\u6237\u7684\u57fa\u672c\u4fe1\u606f\u3002<\/p>\n \u8981\u6c42：<\/p>\n - \n
\u5b9e\u73b0 L1 \u4e0a\u4e0b\u6587\u7a97\u53e3（\u6ed1\u52a8\u7a97\u53e3，\u4fdd\u7559\u6700\u8fd1 10 \u8f6e\u5bf9\u8bdd）<\/p>\n<\/li>\n - \n
\u5b9e\u73b0 L2 \u4f1a\u8bdd\u8bb0\u5fc6（\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u5173\u952e\u4e8b\u5b9e）<\/p>\n<\/li>\n - \n
\u5b9e\u73b0 L3 \u957f\u671f\u8bb0\u5fc6（\u7528\u6587\u4ef6\u6216 SQLite \u6301\u4e45\u5316）<\/p>\n<\/li>\n - \n
\u652f\u6301\u7528\u6237\u67e5\u8be2"\u4f60\u8fd8\u8bb0\u5f97\u5173\u4e8e\u6211\u7684\u4ec0\u4e48\u4fe1\u606f"<\/p>\n<\/li>\n \u8fdb\u9636\u6311\u6218：<\/p>\n - \n
\u5b9e\u73b0\u8bb0\u5fc6\u7684\u8870\u51cf\u673a\u5236（\u957f\u65f6\u95f4\u4e0d\u8bbf\u95ee\u7684\u8bb0\u5fc6\u6743\u91cd\u964d\u4f4e）<\/p>\n<\/li>\n - \n
\u5b9e\u73b0\u8bb0\u5fc6\u7684\u51b2\u7a81\u68c0\u6d4b（\u65b0\u65e7\u4fe1\u606f\u77db\u76fe\u65f6\u5982\u4f55\u5904\u7406）<\/p>\n<\/li>\n - \n
\u628a\u8bb0\u5fc6\u7cfb\u7edf\u63a5\u5165 zz365.top \u7684\u5de5\u5177\u94fe\u2014\u2014\u6bd4\u5982\u7528 Crontab \u5b9a\u65f6\u6e05\u7406\u8fc7\u671f\u8bb0\u5fc6<\/p>\n<\/li>\n \u5ef6\u4f38\u601d\u8003：<\/p>\n \n- \n
\u5982\u679c\u591a\u4e2a\u7528\u6237\u5171\u4eab\u4e00\u4e2a Agent（\u6bd4\u5982\u56e2\u961f\u534f\u4f5c\u573a\u666f），\u8bb0\u5fc6\u600e\u4e48\u9694\u79bb？<\/p>\n<\/li>\n - \n
Agent \u81ea\u5df1\u7684"\u7ecf\u9a8c"（\u6bd4\u5982\u5b66\u4f1a\u7684\u65b0\u6280\u80fd）\u5e94\u8be5\u5b58\u5728\u54ea\u4e00\u5c42？<\/p>\n<\/li>\n - \n
\u5982\u679c Agent \u8bb0\u9519\u4e86，\u7528\u6237\u7ea0\u6b63\u540e，\u600e\u4e48\u786e\u4fdd\u5b83\u4e0d\u518d\u72af\u540c\u6837\u7684\u9519\u8bef？<\/p>\n<\/li>\n<\/ul>\n
\n\u5341\u3001\u5ef6\u4f38\u9605\u8bfb<\/h4>\n\n- \n
\u8bba\u6587：\u300aMemGPT: Towards LLMs as Operating Systems\u300b（2023）- \u5206\u5c42\u8bb0\u5fc6\u7684\u5f00\u521b\u6027\u5de5\u4f5c<\/p>\n<\/li>\n - \n
\u8bba\u6587：\u300aGenerative Agents: Interactive Simulacra of Human Behavior\u300b（2023）- \u957f\u671f\u8bb0\u5fc6\u5728 Agent \u4e2d\u7684\u5e94\u7528<\/p>\n<\/li>\n - \n
\u5f00\u6e90\u9879\u76ee：Mem0 – 2025-2026 \u6d41\u884c\u7684 Agent \u8bb0\u5fc6\u5c42\u6846\u67b6<\/p>\n<\/li>\n - \n
\u5de5\u5177：Chroma \/ Qdrant \/ Pinecone – \u5411\u91cf\u6570\u636e\u5e93\u9009\u578b\u53c2\u8003<\/p>\n<\/li>\n<\/ul>\n
\n\u5341\u4e00\u3001\u4e0b\u4e00\u8bb2\u9884\u544a<\/h4>\n\u7b2c5\u8bb2：\u7f16\u6392\u2014\u2014Agent \u5982\u4f55\u89c4\u5212\u590d\u6742\u4efb\u52a1，\u6211\u4eec\u4f1a\u6df1\u5165\u63a2\u8ba8：Agent \u600e\u4e48\u628a\u4e00\u4e2a\u590d\u6742\u7684\u4efb\u52a1\u62c6\u89e3\u6210\u5b50\u4efb\u52a1\u3001\u600e\u4e48\u51b3\u5b9a\u6267\u884c\u7684\u5148\u540e\u987a\u5e8f\u3001\u600e\u4e48\u5904\u7406\u5206\u652f\u548c\u5e76\u884c，\u4ee5\u53ca DAG（\u6709\u5411\u65e0\u73af\u56fe）\u5728 Agent \u7f16\u6392\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n
\n","protected":false},"excerpt":{"rendered":"\u4e00\u3001\u4e00\u4e2a\u5c34\u5c2c\u7684\u573a\u666f\u4f60\u548c Agent \u5bf9\u8bdd：\u4f60：\\”\u6211\u53eb\u5f20\u4e09，\u662f\u4e00\u540d\u540e\u7aef\u5f00\u53d1\u8005，\u4e3b\u8981\u7528 Go\u3002\\”Agent：\\”\u597d\u7684，\u5f20\u4e09，\u6211\u8bb0\u4f4f\u4e86\u3002\\”\u4f60：\\”\u5e2e\u6211\u770b\u770b\u6211\u7684\u9879\u76ee\u91cc\u6709\u6ca1\u6709\u5185\u5b58\u6cc4\u6f0f\u3002\\”Agent \u5f00\u59cb\u5206\u6790\u4ee3\u7801…\u4f60：\\”\u987a\u4fbf\u95ee\u4e00\u4e0b，\u6211\u53eb\u4ec0\u4e48\u540d\u5b57？\\”Agent：\\”\u62b1\u6b49，\u6211\u4e0d\u77e5\u9053\u60a8\u7684\u540d\u5b57\u3002\u8bf7\u95ee\u60a8\u600e\u4e48\u79f0\u547cÿ<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,323,427],"topic":[],"class_list":["post-100248","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-323","tag-427"],"yoast_head":"\n \u7b2c4\u8bb2\uff1a\u8bb0\u5fc6\u5c42\u2014\u2014\u8ba9 Agent \u4e0d\u5065\u5fd8 - 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