feat: NoMemory/Cleaner memory system + doc update

- _sdk_local/ removed (moved to standalone sdk repo)
- internal/agent/core: NoMemory/Cleaner data-flow breakpoints
- internal/memory: clean_text, document store refactor
- internal/plugin/registry.go: plugin API alignment
- docs: PLUGIN_DEV.md, ARCHITECTURE.md NoMemory/Cleaner docs
- plan.md, review.md: status update

internal/plugins/cmd/plugin_test.go

@@ -214,8 +214,13 @@ func TestCmdRunNonZeroExit(t *testing.T) {
 }
 
 func TestTruncateOutput(t *testing.T) {
+	p, _, err := setupPlugin()
+	if err != nil {
+		t.Fatal(err)
+	}
+
 	short := "hello"
-	if s := truncateOutput(short); s != short {
+	if s := p.truncateOutput(short); s != short {
 		t.Fatalf("expected %q, got %q", short, s)
 	}
 
@@ -223,7 +228,7 @@ func TestTruncateOutput(t *testing.T) {
 	for i := range long {
 		long[i] = 'x'
 	}
-	s := truncateOutput(string(long))
+	s := p.truncateOutput(string(long))
 	if len(s) >= 40000 {
 		t.Fatal("expected truncation")
 	}

internal/plugins/files/plugin.go

@@ -1,6 +1,7 @@
 package files
 
 import (
+	"encoding/json"
 	"fmt"
 	"log"
 	"os"
@@ -61,6 +62,14 @@ func (p *Plugin) Start(s *sdk.PluginSDK) error {
 	s.RegisterTool(tp+"read", sdk.ToolDef{
 		Name:        tp + "read",
 		Description: fmt.Sprintf("读取文件内容。支持 offset/limit 分段读取大文件。沙箱路径: %s", p.filesDir),
+		NoMemory:    false,
+		Cleaner: func(output string) string {
+			var r struct{ Content string }
+			if err := json.Unmarshal([]byte(output), &r); err != nil {
+				return output
+			}
+			return r.Content
+		},
 		Parameters: map[string]interface{}{
 			"type": "object",
 			"properties": map[string]interface{}{