]> git.giacomolli.uk - onechat/blob - subagent_run_test.go
Name the tools that check the Go rules
[onechat] / subagent_run_test.go
1 package main
2
3 import (
4 "context"
5 "io"
6 "net/http"
7 "os"
8 "path/filepath"
9 "strconv"
10 "strings"
11 "sync/atomic"
12 "testing"
13 "time"
14
15 "github.com/stretchr/testify/require"
16 )
17
18 // subagentTestFullContext is the error body of a call whose input does not fit
19 // in the context of the model.
20 const subagentTestFullContext = `{"error": {"message": "Your input exceeds the context window of this model.", "type": "invalid_request_error", "code": "context_length_exceeded"}}`
21
22 func TestSpawnRunsASubagentInTheBackground(t *testing.T) {
23 server := newModelFake(t)
24
25 var test *TurnTestLoop
26
27 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
28 last := subagentTestLastItem(call)
29 switch {
30 case subagentTestCall(call) && last["type"] == "function_call_output":
31 // The report comes after the reply of the turn of the spawn.
32 test.events.WaitFor(t, "reply", 1)
33 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("There are 3 files.")}, 100, 0, 5))
34 case subagentTestCall(call):
35 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "shell", `{"command":"pwd"}`)}, 100, 0, 5))
36 case last["type"] == "function_call_output":
37 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Started.")}, 100, 0, 5))
38 case strings.HasPrefix(subagentTestText(last), "["):
39 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Noted.")}, 100, 0, 5))
40 default:
41 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "spawn", `{"tasks":["Count the files."],"effort":null}`)}, 100, 0, 5))
42 }
43 }
44
45 test = newTestTurnLoop(t, server)
46 _, err := test.loop.Submit(terminalSource, "Count the files in a subagent.")
47 require.NoError(t, err)
48 test.events.WaitFor(t, "idle", 2)
49
50 name := test.events.Last("subagent")
51 require.True(t, subagentNameValid(name), name)
52
53 work := filepath.Join(test.loop.runs.subagents.dir, name, "work")
54 require.DirExists(t, work)
55
56 report := "[" + name + "]\nThere are 3 files.\n\nFull chat: zoom(\"" + name + "\")"
57 require.Equal(t, []string{
58 "user: Count the files in a subagent.",
59 `tool: spawn {"tasks":["Count the files."],"effort":null}`,
60 "echo: Started " + name + ". Each one's report will reach you as a message when it finishes.",
61 "reply: Started.",
62 "work: " + report,
63 "reply: Noted.",
64 }, test.Log(t))
65 require.Equal(t, Event{
66 Kind: "work",
67 ID: 4,
68 Text: report,
69 Source: name,
70 Status: subagentFinished,
71 }, test.events.LastEvent("work"))
72 require.Equal(t, "subagent "+name+" started\nsubagent "+name+" done after 0s\n", test.logs.String())
73
74 var first, second *ModelFakeCall
75
76 for n := range server.Calls() {
77 call := server.Call(n)
78 if !subagentTestCall(call) {
79 continue
80 }
81
82 if first == nil {
83 first = &call
84 } else {
85 second = &call
86 }
87 }
88
89 require.NotNil(t, second)
90
91 // The first request of the subagent holds the view, the state, and its
92 // whole log, with its own prompt and tools.
93 texts := turnInputTexts(t, *first)
94 view := strings.Join(texts[:len(texts)-2], "")
95 require.True(t, strings.HasPrefix(view, "<chat>\n0+1|user: Count the files in a subagent.\n1+1|tool: spawn"), view)
96 require.Equal(t, "</chat>\n\nNow: Thursday 2026-01-01 12:00 +00:00", texts[len(texts)-2])
97 require.Equal(t, "0|note: subagent\n\n1|user: Count the files.", texts[len(texts)-1])
98
99 instructions, err := test.agent.SubagentPrompt()
100 require.NoError(t, err)
101 require.Equal(t, instructions, first.body["instructions"])
102
103 var tools []string
104
105 for _, tool := range first.body["tools"].([]any) {
106 tools = append(tools, tool.(map[string]any)["name"].(string))
107 }
108
109 require.Equal(t, []string{"zoom", "date", "shell", "read", "write", "edit"}, tools)
110 require.Equal(t, work+"\n", subagentTestLastItem(*second)["output"])
111
112 subagent, err := test.loop.runs.subagents.Get(t.Context(), name)
113 require.NoError(t, err)
114
115 log, err := subagent.Show()
116 require.NoError(t, err)
117 require.Equal(t, "0|note: subagent\n\n1|user: Count the files.\n\n2|tool: shell {\"command\":\"pwd\"}\n\n3|echo: "+work+"\n\n\n4|reply: There are 3 files.", log)
118
119 var agents []string
120
121 for _, record := range modelReadUsage(t, test.usagePath) {
122 agents = append(agents, record.Agent)
123 }
124
125 require.ElementsMatch(t, []string{"", "", "", name, name}, agents)
126 }
127
128 func TestReportJoinsTheNextRequestOfARunningTurn(t *testing.T) {
129 server := newModelFake(t)
130 arrived := make(chan struct{})
131 release := make(chan struct{})
132 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
133 if call.number == 0 {
134 close(arrived)
135 <-release
136 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "date", `{"id":0}`)}, 100, 0, 5))
137
138 return
139 }
140
141 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("done")}, 100, 0, 5))
142 }
143
144 test := newTestTurnLoop(t, server)
145 _, err := test.loop.Submit(terminalSource, "first")
146 require.NoError(t, err)
147
148 <-arrived
149
150 report := subagentReport("GreenOtter", []string{"It is done."})
151 test.loop.Report("GreenOtter", report, subagentFinished)
152 close(release)
153
154 test.events.WaitFor(t, "idle", 1)
155 require.Equal(t, report, subagentTestText(subagentTestLastItem(server.Call(1))))
156
157 time.Sleep(50 * time.Millisecond)
158 require.Equal(t, 2, server.Calls())
159 require.Equal(t, 1, test.events.Count("busy"))
160 }
161
162 func TestReportOfAStoppedSubagentStartsNoTurn(t *testing.T) {
163 server := newModelFake(t)
164 test := newTestTurnLoop(t, server)
165 report := subagentReport("GreenOtter", []string{"failed: context canceled"})
166 test.loop.Report("GreenOtter", report, subagentStopped)
167
168 test.events.WaitFor(t, "work", 1)
169 time.Sleep(50 * time.Millisecond)
170 require.Equal(t, []string{"work: " + report}, test.Log(t))
171 require.Zero(t, server.Calls())
172 require.Zero(t, test.events.Count("busy"))
173 }
174
175 func TestFullContextGivesAFailedReport(t *testing.T) {
176 server := newModelFake(t)
177 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
178 if subagentTestCall(call) {
179 w.WriteHeader(http.StatusBadRequest)
180
181 _, _ = io.WriteString(w, subagentTestFullContext)
182
183 return
184 }
185
186 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("It failed.")}, 100, 0, 5))
187 }
188
189 test := newTestTurnLoop(t, server)
190 _, err := test.loop.runs.Spawn(t.Context(), []string{"Read the big file."}, nil)
191 require.NoError(t, err)
192 test.events.WaitFor(t, "idle", 1)
193
194 name := test.events.Last("subagent")
195 require.Equal(t, []string{
196 "work: [" + name + "]\nfailed: create model response: model call: HTTP 400: " + subagentTestFullContext + "\n\nFull chat: zoom(\"" + name + "\")",
197 "reply: It failed.",
198 }, test.Log(t))
199 require.Equal(t, subagentFailed, test.events.LastEvent("work").Status)
200 require.Equal(t, "subagent "+name+" started\nsubagent "+name+" failed after 0s: create model response: model call: HTTP 400: "+subagentTestFullContext+"\n", test.logs.String())
201 }
202
203 func TestSubagentHasItsOwnEffortAndNoSpawn(t *testing.T) {
204 server := newModelFake(t)
205 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
206 if subagentTestCall(call) && subagentTestLastItem(call)["type"] != "function_call_output" {
207 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "spawn", `{"tasks":["More."],"effort":null}`)}, 100, 0, 5))
208
209 return
210 }
211
212 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("ok")}, 100, 0, 5))
213 }
214
215 test := newTestTurnLoop(t, server)
216 runs := test.loop.runs
217 _, err := runs.Spawn(t.Context(), nil, nil)
218 require.EqualError(t, err, "no tasks")
219
220 effort := "max"
221 _, err = runs.Spawn(t.Context(), []string{"Think."}, &effort)
222 require.EqualError(t, err, `no effort "max": one of low, medium, high, xhigh`)
223
224 effort = "high"
225 _, err = runs.Spawn(t.Context(), []string{"Think hard."}, &effort)
226 require.NoError(t, err)
227 test.events.WaitFor(t, "idle", 1)
228
229 for n := range server.Calls() {
230 call := server.Call(n)
231 if subagentTestCall(call) {
232 require.Equal(t, "high", call.body["reasoning"].(map[string]any)["effort"])
233 }
234 }
235
236 subagent, err := runs.subagents.Get(t.Context(), test.events.Last("subagent"))
237 require.NoError(t, err)
238
239 log, err := subagent.Show()
240 require.NoError(t, err)
241 require.Equal(t, "0|note: subagent at effort high\n\n1|user: Think hard.\n\n2|tool: spawn {\"tasks\":[\"More.\"],\"effort\":null}\n\n3|echo: error: unknown tool \"spawn\"\n\n4|reply: ok", log)
242
243 entries, err := os.ReadDir(runs.subagents.dir)
244 require.NoError(t, err)
245 require.Len(t, entries, 1)
246 }
247
248 func TestTellReachesARunningSubagentBetweenItsToolCalls(t *testing.T) {
249 server := newModelFake(t)
250 arrived := make(chan struct{})
251 told := make(chan struct{})
252 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
253 switch {
254 case !subagentTestCall(call):
255 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Noted.")}, 100, 0, 5))
256 case call.number == 0:
257 close(arrived)
258 <-told
259 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "shell", `{"command":"true"}`)}, 100, 0, 5))
260 default:
261 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Used the second disk.")}, 100, 0, 5))
262 }
263 }
264
265 test := newTestTurnLoop(t, server)
266 runs := test.loop.runs
267 _, err := runs.Spawn(t.Context(), []string{"Copy the files."}, nil)
268 require.NoError(t, err)
269
270 <-arrived
271
272 name := test.events.Last("subagent")
273 output, err := runs.Tell(t.Context(), name, "Use the second disk.")
274 require.NoError(t, err)
275 require.Equal(t, "Sent. "+name+" reads it between its tool calls, and its report answers it.", output)
276 close(told)
277
278 test.events.WaitFor(t, "idle", 1)
279 require.Equal(t, "Use the second disk.", subagentTestText(subagentTestLastItem(server.Call(1))))
280 require.Equal(t, "work: "+subagentReport(name, []string{"Used the second disk."}), test.Log(t)[0])
281 }
282
283 func TestTellAfterTheFinalAnswerStartsAnotherChain(t *testing.T) {
284 server := newModelFake(t)
285 arrived := make(chan struct{})
286 told := make(chan struct{})
287 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
288 switch {
289 case !subagentTestCall(call):
290 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Noted.")}, 100, 0, 5))
291 case call.number == 0:
292 close(arrived)
293 <-told
294 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("First.")}, 100, 0, 5))
295 default:
296 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Second.")}, 100, 0, 5))
297 }
298 }
299
300 test := newTestTurnLoop(t, server)
301 runs := test.loop.runs
302 _, err := runs.Spawn(t.Context(), []string{"Count."}, nil)
303 require.NoError(t, err)
304
305 <-arrived
306
307 name := test.events.Last("subagent")
308 _, err = runs.Tell(t.Context(), name, "Count again.")
309 require.NoError(t, err)
310 close(told)
311
312 test.events.WaitFor(t, "idle", 1)
313 require.Equal(t, "0|note: subagent\n\n1|user: Count.\n\n2|user: Count again.\n\n3|reply: First.", subagentTestText(subagentTestLastItem(server.Call(1))))
314 require.Equal(t, "work: "+subagentReport(name, []string{"First.", "Second."}), test.Log(t)[0])
315 }
316
317 func TestTellToAFinishedSubagentGoesOnFromItsLog(t *testing.T) {
318 server := newModelFake(t)
319 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
320 text := "Noted."
321 if subagentTestCall(call) {
322 text = "Reply " + strconv.Itoa(call.number) + "."
323 }
324
325 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem(text)}, 100, 0, 5))
326 }
327
328 test := newTestTurnLoop(t, server)
329 runs := test.loop.runs
330 effort := "high"
331 _, err := runs.Spawn(t.Context(), []string{"Count."}, &effort)
332 require.NoError(t, err)
333 test.events.WaitFor(t, "idle", 1)
334
335 name := test.events.Last("subagent")
336 output, err := runs.Tell(t.Context(), name, "And the hidden files?")
337 require.NoError(t, err)
338 require.Equal(t, "Sent. "+name+"'s reply will reach you as a message.", output)
339 test.events.WaitFor(t, "idle", 2)
340
341 call := server.Call(2)
342 require.True(t, subagentTestCall(call))
343 require.Equal(t, "high", call.body["reasoning"].(map[string]any)["effort"])
344 require.Equal(t, "0|note: subagent at effort high\n\n1|user: Count.\n\n2|reply: Reply 0.\n\n3|user: And the hidden files?", subagentTestText(subagentTestLastItem(call)))
345
346 // The view of the new run holds the chat of now, with the first report.
347 texts := turnInputTexts(t, call)
348 require.Contains(t, strings.Join(texts[:len(texts)-2], ""), "work: ["+name+"]")
349 require.Equal(t, "work: "+subagentReport(name, []string{"Reply 2."}), test.Log(t)[2])
350
351 _, err = runs.Tell(t.Context(), "BlueFox", "Hello.")
352 require.EqualError(t, err, "no agent BlueFox")
353 }
354
355 func TestStopEndsASubagentAndItsCommand(t *testing.T) {
356 server := newModelFake(t)
357 server.reply = func(w http.ResponseWriter, _ ModelFakeCall) {
358 modelWriteEvents(w, modelCompletedEvent([]any{modelFunctionCallItem("fc_1", "call_1", "shell", `{"command":"touch started && sleep 30"}`)}, 100, 0, 5))
359 }
360
361 test := newTestTurnLoop(t, server)
362 runs := test.loop.runs
363 _, err := runs.Spawn(t.Context(), []string{"Wait long."}, nil)
364 require.NoError(t, err)
365
366 name := test.events.Last("subagent")
367 subagent, err := runs.subagents.Get(t.Context(), name)
368 require.NoError(t, err)
369
370 require.Eventually(t, func() bool {
371 _, err := os.Stat(filepath.Join(subagent.WorkDir(), "started"))
372 return err == nil
373 }, 10*time.Second, time.Millisecond)
374
375 start := time.Now()
376 found, err := test.loop.StopSubagent(name)
377 require.NoError(t, err)
378 require.True(t, found)
379
380 test.events.WaitFor(t, "work", 1)
381 require.Less(t, time.Since(start), 10*time.Second)
382 require.Equal(t, []string{
383 "note: Stopped by the user: " + name + ".",
384 "work: " + subagentReport(name, []string{"stopped"}),
385 }, test.Log(t))
386 require.Equal(t, subagentStopped, test.events.LastEvent("work").Status)
387 require.Equal(t, "subagent "+name+" started\nsubagent "+name+" stopped after 0s\n", test.logs.String())
388
389 log, err := subagent.Show()
390 require.NoError(t, err)
391 require.Contains(t, log, "echo: \n[interrupted]")
392
393 found, err = test.loop.StopSubagent(name)
394 require.NoError(t, err)
395 require.False(t, found)
396
397 time.Sleep(50 * time.Millisecond)
398 require.Zero(t, test.events.Count("busy"))
399 }
400
401 func TestCloseEndsTheSubagentsWithNoReport(t *testing.T) {
402 server := newModelFake(t)
403 arrived := make(chan struct{})
404 release := make(chan struct{})
405 t.Cleanup(func() {
406 close(release)
407 })
408
409 server.reply = func(_ http.ResponseWriter, _ ModelFakeCall) {
410 close(arrived)
411 <-release
412 }
413
414 test := newTestTurnLoop(t, server)
415 runs := test.loop.runs
416 _, err := runs.Spawn(t.Context(), []string{"Wait."}, nil)
417 require.NoError(t, err)
418
419 <-arrived
420 runs.Close()
421 require.Empty(t, runs.running)
422 require.Empty(t, test.Log(t))
423
424 _, err = runs.Spawn(t.Context(), []string{"Again."}, nil)
425 require.ErrorIs(t, err, errSubagentClosed)
426
427 entries, err := os.ReadDir(runs.subagents.dir)
428 require.NoError(t, err)
429 require.Len(t, entries, 1)
430 }
431
432 func TestRestartResumesTheCutSubagents(t *testing.T) {
433 server := newModelFake(t)
434 arrived := make(chan struct{}, 1)
435 release := make(chan struct{})
436 t.Cleanup(func() {
437 close(release)
438 })
439
440 var restarted atomic.Bool
441
442 server.reply = func(w http.ResponseWriter, call ModelFakeCall) {
443 switch {
444 case subagentTestCall(call) && !restarted.Load():
445 arrived <- struct{}{}
446
447 <-release
448 case subagentTestCall(call):
449 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Built.")}, 100, 0, 5))
450 default:
451 modelWriteEvents(w, modelCompletedEvent([]any{modelMessageItem("Noted.")}, 100, 0, 5))
452 }
453 }
454
455 agent, err := openAgent(t.TempDir())
456 require.NoError(t, err)
457
458 first := &TurnEventRecorder{}
459 loop, _, stop := subagentTestStart(t, agent, server, first)
460 _, err = loop.runs.Spawn(t.Context(), []string{"Build the project."}, nil)
461 require.NoError(t, err)
462
463 <-arrived
464
465 name := first.Last("subagent")
466
467 stop()
468 require.Zero(t, first.Count("work"))
469
470 data, err := os.ReadFile(filepath.Join(agent.dir, subagentWorkFileName))
471 require.NoError(t, err)
472 require.JSONEq(t, `{"running": ["`+name+`"]}`, string(data))
473
474 restarted.Store(true)
475
476 second := &TurnEventRecorder{}
477 loop, memory, stop := subagentTestStart(t, agent, server, second)
478 defer stop()
479
480 second.WaitFor(t, "idle", 1)
481
482 note := "The daemon restarted, cutting " + name + "; nothing was lost: go on."
483 log := subagentTestChat(t, memory)
484 require.Equal(t, []string{
485 "note: " + note,
486 "work: " + subagentReport(name, []string{"Built."}),
487 "reply: Noted.",
488 }, log[len(log)-3:])
489
490 subagent, err := loop.runs.subagents.Get(t.Context(), name)
491 require.NoError(t, err)
492
493 text, err := subagent.Show()
494 require.NoError(t, err)
495 require.Equal(t, "0|note: subagent\n\n1|user: Build the project.\n\n2|user: "+note+"\n\n3|reply: Built.", text)
496
497 data, err = os.ReadFile(filepath.Join(agent.dir, subagentWorkFileName))
498 require.NoError(t, err)
499 require.JSONEq(t, `{"running": []}`, string(data))
500 }
501
502 func TestRestartReportsASubagentThatCannotGoOn(t *testing.T) {
503 server := newModelFake(t)
504 agent, err := openAgent(t.TempDir())
505 require.NoError(t, err)
506 require.NoError(t, os.WriteFile(filepath.Join(agent.dir, subagentWorkFileName), []byte(`{"running": ["BlueFox"]}`), 0o600))
507
508 events := &TurnEventRecorder{}
509 _, memory, stop := subagentTestStart(t, agent, server, events)
510 defer stop()
511
512 events.WaitFor(t, "idle", 1)
513 require.Equal(t, []string{
514 "note: The daemon restarted, cutting BlueFox; nothing was lost: go on.",
515 "work: " + subagentReport("BlueFox", []string{"failed: no agent BlueFox"}),
516 "reply: a line",
517 }, subagentTestChat(t, memory))
518 require.Equal(t, subagentFailed, events.LastEvent("work").Status)
519
520 data, err := os.ReadFile(filepath.Join(agent.dir, subagentWorkFileName))
521 require.NoError(t, err)
522 require.JSONEq(t, `{"running": []}`, string(data))
523 }
524
525 // subagentTestStart runs a loop of agent with its memory and subagents in the
526 // agent directory, as the daemon does. The returned function stops the loop
527 // and closes the files.
528 func subagentTestStart(t *testing.T, agent *Agent, server *ModelFake, events *TurnEventRecorder) (*TurnLoop, *Memory, func()) {
529 t.Helper()
530
531 agent.config.Workdir = t.TempDir()
532 clock := newTestClock()
533 memory, err := openMemory(t.Context(), agent.dir, clock.Now, newFakeSummarizer(), discardLog())
534 require.NoError(t, err)
535
536 subagents := newSubagents(filepath.Join(agent.dir, subagentDirName), clock.Now, subagentNameRandom)
537 client := newModelClient(server.URL, ModelAPIKey(modelTestKey), agent.CacheKey(), filepath.Join(agent.dir, "usage.jsonl"))
538 whatsapp, _, _ := whatsappStartTest(t, t.TempDir(), clock)
539 loop, err := newTurnLoop(agent, memory, subagents, whatsapp, newTestSchedules(t, clock.Now), client, clock.Now, discardLog(), events.Add)
540 require.NoError(t, err)
541
542 ctx, cancel := context.WithCancel(t.Context())
543 done := make(chan error)
544 go func() {
545 done <- loop.Run(ctx)
546 }()
547
548 return loop, memory, func() {
549 cancel()
550 require.ErrorIs(t, <-done, context.Canceled)
551 require.NoError(t, subagents.Close())
552 require.NoError(t, memory.Close())
553 }
554 }
555
556 // subagentTestChat returns each message of the chat in memory as
557 // "kind: text".
558 func subagentTestChat(t *testing.T, memory *Memory) []string {
559 t.Helper()
560
561 var lines []string
562
563 for id := range memory.Len() {
564 message, err := memory.Message(id)
565 require.NoError(t, err)
566
567 lines = append(lines, message.Kind+": "+message.Text)
568 }
569
570 return lines
571 }
572
573 // subagentTestCall tells if call is a call of a subagent.
574 func subagentTestCall(call ModelFakeCall) bool {
575 instructions, _ := call.body["instructions"].(string)
576
577 return strings.HasPrefix(instructions, "You are a subagent")
578 }
579
580 // subagentTestLastItem returns the last input item of call.
581 func subagentTestLastItem(call ModelFakeCall) map[string]any {
582 input := call.body["input"].([]any)
583
584 return input[len(input)-1].(map[string]any)
585 }
586
587 // subagentTestText returns the text of the user message item, or "" for
588 // another item.
589 func subagentTestText(item map[string]any) string {
590 content, _ := item["content"].([]any)
591
592 var text strings.Builder
593
594 for _, part := range content {
595 value, _ := part.(map[string]any)["text"].(string)
596 text.WriteString(value)
597 }
598
599 return text.String()
600 }