重构主控编排与运行时预热链路，统一工作区提示词/专家调度协议并补齐 wiki 记忆注入与写回闭环。

同时收敛启动与运维脚本默认行为（含 wiki worker）、更新 Admin 可观测性与相关测试，降低首轮时延并提高运行稳定性。

Made-with: Cursor

openclaw/scripts/docs-i18n/tm.go

@@ -0,0 +1,132 @@
+package main
+
+import (
+	"bufio"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+	"sort"
+	"strings"
+)
+
+type TMEntry struct {
+	CacheKey   string `json:"cache_key"`
+	SegmentID  string `json:"segment_id"`
+	SourcePath string `json:"source_path"`
+	TextHash   string `json:"text_hash"`
+	Text       string `json:"text"`
+	Translated string `json:"translated"`
+	Provider   string `json:"provider"`
+	Model      string `json:"model"`
+	SrcLang    string `json:"src_lang"`
+	TgtLang    string `json:"tgt_lang"`
+	UpdatedAt  string `json:"updated_at"`
+}
+
+type TranslationMemory struct {
+	path    string
+	entries map[string]TMEntry
+}
+
+func LoadTranslationMemory(path string) (*TranslationMemory, error) {
+	tm := &TranslationMemory{path: path, entries: map[string]TMEntry{}}
+	file, err := os.Open(path)
+	if err != nil {
+		if errors.Is(err, os.ErrNotExist) {
+			return tm, nil
+		}
+		return nil, err
+	}
+	defer file.Close()
+
+	reader := bufio.NewReader(file)
+	for {
+		line, err := reader.ReadBytes('\n')
+		if len(line) > 0 {
+			trimmed := strings.TrimSpace(string(line))
+			if trimmed != "" {
+				var entry TMEntry
+				if err := json.Unmarshal([]byte(trimmed), &entry); err != nil {
+					return nil, fmt.Errorf("translation memory decode failed: %w", err)
+				}
+				if entry.CacheKey != "" && strings.TrimSpace(entry.Translated) != "" {
+					tm.entries[entry.CacheKey] = entry
+				}
+			}
+		}
+		if err != nil {
+			if errors.Is(err, io.EOF) {
+				break
+			}
+			return nil, err
+		}
+	}
+	return tm, nil
+}
+
+func (tm *TranslationMemory) Get(cacheKey string) (TMEntry, bool) {
+	entry, ok := tm.entries[cacheKey]
+	if !ok {
+		return TMEntry{}, false
+	}
+	if strings.TrimSpace(entry.Translated) == "" {
+		return TMEntry{}, false
+	}
+	return entry, true
+}
+
+func (tm *TranslationMemory) Put(entry TMEntry) {
+	if entry.CacheKey == "" {
+		return
+	}
+	tm.entries[entry.CacheKey] = entry
+}
+
+func (tm *TranslationMemory) Save() error {
+	if tm.path == "" {
+		return nil
+	}
+	if err := os.MkdirAll(filepath.Dir(tm.path), 0o755); err != nil {
+		return err
+	}
+	tmpPath := tm.path + ".tmp"
+	file, err := os.Create(tmpPath)
+	if err != nil {
+		return err
+	}
+
+	keys := make([]string, 0, len(tm.entries))
+	for key := range tm.entries {
+		keys = append(keys, key)
+	}
+	sort.Strings(keys)
+
+	writer := bufio.NewWriter(file)
+	for _, key := range keys {
+		entry := tm.entries[key]
+		payload, err := json.Marshal(entry)
+		if err != nil {
+			_ = file.Close()
+			return err
+		}
+		if _, err := writer.Write(payload); err != nil {
+			_ = file.Close()
+			return err
+		}
+		if _, err := writer.WriteString("\n"); err != nil {
+			_ = file.Close()
+			return err
+		}
+	}
+	if err := writer.Flush(); err != nil {
+		_ = file.Close()
+		return err
+	}
+	if err := file.Close(); err != nil {
+		return err
+	}
+	return os.Rename(tmpPath, tm.path)
+}