feat: Agent CLI 与终端审计回放全面优化

- Agent CLI: 多轮对话、SSH 长连接、流式推理、Evolver 按用户隔离、历史侧栏
- 终端审计: 回放播放器、命令书签、筛选分页导出、命令输出统计、录制落盘修复
- 修复 session_commands 表迁移、Kill 竞态导致录制丢失、无录制会话回放提示
- 审计历史页只读（移除删除），移除回放弹框录制搜索

backend/pkg/agentcli/evolver/engine.go

@@ -42,6 +42,7 @@ type EvolveResult struct {
 	LearnedHint     string   `json:"learned_hint"`
 	ToolSequence    []string `json:"tool_sequence"`
 	ExperienceAdded bool     `json:"experience_added"`
+	SkillAdded      bool     `json:"skill_added"`
 	Consolidated    bool     `json:"consolidated"`
 }
 
@@ -107,6 +108,21 @@ func (e *EvolverEngine) Evolve(ctx context.Context, exec *TaskExecution) *Evolve
 		go e.memorizeFact(ctx, exec) // 异步，不阻塞进化主流程
 	}
 
+	// Step 6: PROCEDURAL —— 成功任务沉淀程序记忆（工具命令序列） // Logan.Li
+	if exec.Success {
+		if steps := extractSSHSteps(exec.ToolCalls); len(steps) >= 2 {
+			skill := SkillEntry{
+				Name:      result.TaskType + "标准流程",
+				When:      result.TaskType,
+				Steps:     steps,
+				Timestamp: time.Now().Unix(),
+			}
+			if err := e.mem.AddSkill(skill); err == nil {
+				result.SkillAdded = true
+			}
+		}
+	}
+
 	return result
 }
 
@@ -194,6 +210,12 @@ func (e *EvolverEngine) GetContextForPrompt(query string) string {
 	if hosts := e.mem.Hosts(); len(hosts) > 0 {
 		sb.WriteString(fmt.Sprintf("  【已知主机】%s\n", strings.Join(hosts, ", ")))
 	}
+	if skills := e.mem.FindSkills(taskType, 2); len(skills) > 0 {
+		sb.WriteString("  【推荐流程】\n")
+		for _, sk := range skills {
+			sb.WriteString(fmt.Sprintf("  - %s: %s\n", sk.Name, strings.Join(sk.Steps, " → ")))
+		}
+	}
 	return sb.String()
 }
 
@@ -258,6 +280,20 @@ func resultToolNames(calls []ToolCallRecord) []string {
 	return out
 }
 
+// extractSSHSteps 从工具调用记录提取 ssh_execute 命令序列 // Logan.Li
+func extractSSHSteps(calls []ToolCallRecord) []string {
+	out := make([]string, 0, len(calls))
+	for _, c := range calls {
+		if c.ToolName != "ssh_execute" {
+			continue
+		}
+		if cmd, ok := c.Args["command"].(string); ok && strings.TrimSpace(cmd) != "" {
+			out = append(out, strings.TrimSpace(cmd))
+		}
+	}
+	return out
+}
+
 func uniqueStrings(in []string) []string {
 	seen := make(map[string]bool)
 	out := make([]string, 0, len(in))

backend/pkg/agentcli/evolver/memory.go

@@ -235,6 +235,21 @@ func (m *Memories) Hosts() []string {
 	return readJSON(m.envPath, KnownHosts{}).Hosts
 }
 
+// FindSkills 按任务类型查找程序记忆（运维流程，最多 n 条） // Logan.Li
+func (m *Memories) FindSkills(taskType string, n int) []SkillEntry {
+	all := readJSONL[SkillEntry](m.sklPath)
+	var matched []SkillEntry
+	for _, s := range all {
+		if taskType == "" || s.When == taskType {
+			matched = append(matched, s)
+		}
+	}
+	if len(matched) > n {
+		matched = matched[len(matched)-n:]
+	}
+	return matched
+}
+
 // CountStats 统计各层记忆条目数 // Logan.Li
 func (m *Memories) CountStats() map[string]int {
 	return map[string]int{