# max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
  curl https://haijun.my.id/v1/messages \
    -H "x-api-key: $JUGLOW_API_KEY" \
    -H "juglow-version: 2023-06-01" \
    -H "juglow-beta: compact-2026-09-04" \
    -H "content-type: application/json" \
    -d '{
      "model": "haijun-opus-5-5",
      "max_tokens": 4096,
      "messages": [
        {"role": "user", "content": "I am building a recipe app. Help me name the main entities in the data model."},
        {"role": "assistant", "content": "Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe."},
        {"role": "user", "content": "Good. Now suggest field names for Recipe."}
      ],
      "compaction": {"type": "summarize"}
    }'

  ant beta:messages create --beta compact-2026-09-04 <<'YAML'
  model: haijun-opus-5-5
  # max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
  max_tokens: 4096
  messages:
    - role: user
      content: I am building a recipe app. Help me name the main entities in the data model.
    - role: assistant
      content: Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.
    - role: user
      content: Good. Now suggest field names for Recipe.
  compaction:
    type: summarize
  YAML

  from juglow.types.beta import BetaMessageParam

  client = juglow.Juglow()

  history: list[BetaMessageParam] = [
      {
          "role": "user",
          "content": "I am building a recipe app. Help me name the main entities in the data model.",
      },
      {
          "role": "assistant",
          "content": "Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.",
      },
      {"role": "user", "content": "Good. Now suggest field names for Recipe."},
  ]

  response = client.beta.messages.create(
      model="haijun-opus-5-5",
      # max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
      max_tokens=4096,
      betas=["compact-2026-09-04"],
      messages=history,
      compaction={"type": "summarize"},
  )
  print(f"Stop reason: {response.stop_reason}")

  const client = new Juglow();

  const history: Juglow.Beta.Messages.BetaMessageParam[] = [
    {
      role: "user",
      content: "I am building a recipe app. Help me name the main entities in the data model."
    },
    {
      role: "assistant",
      content:
        "Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe."
    },
    { role: "user", content: "Good. Now suggest field names for Recipe." }
  ];

  const response = await client.beta.messages.create({
    model: "haijun-opus-5-5",
    // max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
    max_tokens: 4096,
    betas: ["compact-2026-09-04"],
    messages: history,
    compaction: { type: "summarize" }
  });
  console.log(`Stop reason: ${response.stop_reason}`);

  using Juglow.Models.Beta;
  using Juglow.Models.Beta.Messages;
  using Model = Juglow.Models.Messages.Model;

  JuglowClient client = new();

  List<BetaMessageParam> history =
  [
      new()
      {
          Role = Role.User,
          Content = "I am building a recipe app. Help me name the main entities in the data model.",
      },
      new()
      {
          Role = Role.Assistant,
          Content = "Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.",
      },
      new() { Role = Role.User, Content = "Good. Now suggest field names for Recipe." },
  ];

  var response = await client.Beta.Messages.Create(new MessageCreateParams
  {
      Model = Model.HaijunOpus5_5,
      // max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
      MaxTokens = 4096,
      Betas = [JuglowBeta.Compact2026_09_04],
      Messages = history,
      Compaction = new BetaCompactionConfig(), // type defaults to "summarize"
  });

  Console.WriteLine($"Stop reason: {response.StopReason?.Raw()}");

  client := juglow.NewClient()

  history := []juglow.BetaMessageParam{
  	juglow.NewBetaUserMessage(juglow.NewBetaTextBlock("I am building a recipe app. Help me name the main entities in the data model.")),
  	{
  		Role:    juglow.BetaMessageParamRoleAssistant,
  		Content: []juglow.BetaContentBlockParamUnion{juglow.NewBetaTextBlock("Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.")},
  	},
  	juglow.NewBetaUserMessage(juglow.NewBetaTextBlock("Good. Now suggest field names for Recipe.")),
  }

  response, err := client.Beta.Messages.New(context.TODO(), juglow.BetaMessageNewParams{
  	Model: juglow.ModelHaijunOpus5_5,
  	// max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
  	MaxTokens: 4096,
  	Betas:     []juglow.JuglowBeta{juglow.JuglowBetaCompact2026_09_04},
  	Messages:  history,
  	Compaction: juglow.BetaCompactionConfigUnionParam{
  		OfSummarize: &juglow.BetaSummarizeCompactionParam{},
  	},
  })
  if err != nil {
  	log.Fatal(err)
  }
  fmt.Println("Stop reason:", response.StopReason)

  import com.juglow.models.beta.JuglowBeta;
  import com.juglow.models.beta.messages.BetaCompactionConfig;
  import com.juglow.models.beta.messages.MessageCreateParams;

  void main() {
      var client = JuglowOkHttpClient.fromEnv();

      var params = MessageCreateParams.builder()
          .model(Model.HAIJUN_OPUS_5_5)
          // max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
          .maxTokens(4096)
          .addBeta(JuglowBeta.COMPACT_2026_09_04)
          .addUserMessage("I am building a recipe app. Help me name the main entities in the data model.")
          .addAssistantMessage("Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.")
          .addUserMessage("Good. Now suggest field names for Recipe.")
          .compaction(BetaCompactionConfig.builder().build()) // type defaults to "summarize"
          .build();

      var response = client.beta().messages().create(params);
      response.stopReason().ifPresent(reason -> IO.println("Stop reason: " + reason));
  }

  use Juglow\Beta\JuglowBeta;
  use Juglow\Beta\Messages\BetaCompactionConfig;
  use Juglow\Beta\Messages\BetaMessageParam;
  use Juglow\Beta\Messages\BetaMessageParam\Role;

  $client = new Client();

  $history = [
      BetaMessageParam::with(
          role: Role::USER,
          content: 'I am building a recipe app. Help me name the main entities in the data model.',
      ),
      BetaMessageParam::with(
          role: Role::ASSISTANT,
          content: 'Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe.',
      ),
      BetaMessageParam::with(role: Role::USER, content: 'Good. Now suggest field names for Recipe.'),
  ];

  $response = $client->beta->messages->create(
      model: Model::HAIJUN_OPUS_5_5,
      // max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
      maxTokens: 4096,
      betas: [JuglowBeta::COMPACT_2026_09_04],
      messages: $history,
      compaction: BetaCompactionConfig::with(), // type defaults to 'summarize'
  );

  echo "Stop reason: {$response->stopReason}", PHP_EOL;

  client = Juglow::Client.new

  history = [
    {
      role: "user",
      content: "I am building a recipe app. Help me name the main entities in the data model."
    },
    {
      role: "assistant",
      content: "Start with Recipe, Ingredient, and Step. Add a RecipeIngredient entry that holds the quantity and unit for each ingredient in a recipe."
    },
    { role: "user", content: "Good. Now suggest field names for Recipe." }
  ]

  response = client.beta.messages.create(
    model: Juglow::Model::HAIJUN_OPUS_5_5,
    # max_tokens membatasi seluruh panggilan, termasuk proses thinking, jadi sediakan beberapa ribu token.
    max_tokens: 4096,
    betas: [Juglow::JuglowBeta::COMPACT_2026_09_04],
    messages: history,
    compaction: { type: "summarize" }
  )
  puts "Stop reason: #{response.stop_reason}"

{
  "id": "msg_013Zva2CMHLNnXjNJJKqJ2EF",
  "type": "message",
  "role": "assistant",
  "model": "haijun-opus-5-5",
  "content": [
    {
      "type": "compaction",
      "content": "Summary of the conversation: the user is designing the data model for a recipe app. The entities agreed so far are Recipe, Ingredient, Step, and RecipeIngredient, which holds the quantity and unit. The user then asked for field names for Recipe.",
      "signature": "EuYBCkQY..."
    }
  ],
  "stop_reason": "compaction",
  "usage": {
    "input_tokens": 0,
    "output_tokens": 0,
    "iterations": [{ "type": "compaction", "input_tokens": 144, "output_tokens": 276 }]
  }
}

{
  "model": "haijun-opus-5-5",
  "max_tokens": 2048,
  "messages": [
    {
      "role": "assistant",
      "content": [
        {
          "type": "compaction",
          "content": "Summary of the conversation: the user is designing the data model for a recipe app. The entities agreed so far are Recipe, Ingredient, Step, and RecipeIngredient, which holds the quantity and unit. The user then asked for field names for Recipe.",
          "signature": "EuYBCkQY..."
        }
      ]
    },
    {
      "role": "assistant",
      "content": "For Recipe, use title, description, servings, prep_minutes, and cook_minutes. Add created_at and updated_at timestamps."
    },
    { "role": "user", "content": "Now do the same for Ingredient." }
  ]
}

  from juglow.types.beta import BetaMessageParam

  client = juglow.Juglow()

  # Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini sengaja rendah agar percakapan singkat pun dipadatkan.
  COMPACT_AT_TOKENS = 2500
  SYSTEM = "You help design a recipe app's data model. Keep answers short."

  QUESTIONS = [
      "What are the main entities in the data model?",
      "Which fields should Recipe have?",
      "Which fields should Ingredient have?",
      "Which fields should RecipeIngredient have?",
      "Which fields should Step have?",
      "Which indexes should these tables have?",
      "Which fields should be required?",
      "Which fields should have default values?",
  ]

  history: list[BetaMessageParam] = []
  for turn, question in enumerate(QUESTIONS, start=1):
      history.append({"role": "user", "content": question})
      response = client.beta.messages.create(
          model="haijun-opus-5-5",
          max_tokens=8192,
          system=SYSTEM,
          betas=["compact-2026-09-04"],
          messages=history,
      )
      history.append({"role": "assistant", "content": response.content})

      # Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung.
      conversation_tokens = response.usage.input_tokens + response.usage.output_tokens
      if conversation_tokens > COMPACT_AT_TOKENS and turn < len(QUESTIONS):
          summary = client.beta.messages.create(
              model="haijun-opus-5-5",
              max_tokens=4096,
              system=SYSTEM,
              betas=["compact-2026-09-04"],
              messages=history,
              compaction={"type": "summarize"},
          )
          if summary.stop_reason == "compaction":
              history = [{"role": "assistant", "content": summary.content}]
              print(f"Compacted before turn {turn + 1}")

  const client = new Juglow();

  // Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini nilainya rendah agar percakapan singkat pun dipadatkan.
  const compactAtTokens = 2500;
  const systemPrompt = "You help design a recipe app's data model. Keep answers short.";

  const questions = [
    "What are the main entities in the data model?",
    "Which fields should Recipe have?",
    "Which fields should Ingredient have?",
    "Which fields should RecipeIngredient have?",
    "Which fields should Step have?",
    "Which indexes should these tables have?",
    "Which fields should be required?",
    "Which fields should have default values?"
  ];

  let history: Juglow.Beta.Messages.BetaMessageParam[] = [];
  for (const [index, question] of questions.entries()) {
    const turn = index + 1;
    history.push({ role: "user", content: question });
    const response = await client.beta.messages.create({
      model: "haijun-opus-5-5",
      max_tokens: 8192,
      system: systemPrompt,
      betas: ["compact-2026-09-04"],
      messages: history
    });
    history.push({ role: "assistant", content: response.content });

    // Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung.
    const conversationTokens = response.usage.input_tokens + response.usage.output_tokens;
    if (conversationTokens > compactAtTokens && turn < questions.length) {
      const summary = await client.beta.messages.create({
        model: "haijun-opus-5-5",
        max_tokens: 4096,
        system: systemPrompt,
        betas: ["compact-2026-09-04"],
        messages: history,
        compaction: { type: "summarize" }
      });
      if (summary.stop_reason === "compaction") {
        history = [{ role: "assistant", content: summary.content }];
        console.log(`Compacted before turn ${turn + 1}`);
      }
    }
  }

  using Juglow.Models.Beta;
  using Juglow.Models.Beta.Messages;
  using Model = Juglow.Models.Messages.Model;

  JuglowClient client = new();

  // Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini nilainya rendah agar percakapan singkat pun dipadatkan.
  const int CompactAtTokens = 2500;
  const string SystemPrompt = "You help design a recipe app's data model. Keep answers short.";

  string[] questions =
  [
      "What are the main entities in the data model?",
      "Which fields should Recipe have?",
      "Which fields should Ingredient have?",
      "Which fields should RecipeIngredient have?",
      "Which fields should Step have?",
      "Which indexes should these tables have?",
      "Which fields should be required?",
      "Which fields should have default values?",
  ];

  List<BetaMessageParam> history = [];
  foreach (var (index, question) in questions.Index())
  {
      var turn = index + 1;
      history.Add(new() { Role = Role.User, Content = question });
      var response = await client.Beta.Messages.Create(new MessageCreateParams
      {
          Model = Model.HaijunOpus5_5,
          MaxTokens = 8192,
          System = SystemPrompt,
          Betas = [JuglowBeta.Compact2026_09_04],
          Messages = history,
      });
      history.Add(new()
      {
          Role = Role.Assistant,
          Content = response.Content.Select(block => new BetaContentBlockParam(block.Json)).ToList(),
      });

      // Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung balasan tersebut.
      var conversationTokens = response.Usage.InputTokens + response.Usage.OutputTokens;
      if (conversationTokens > CompactAtTokens && turn < questions.Length)
      {
          var summary = await client.Beta.Messages.Create(new MessageCreateParams
          {
              Model = Model.HaijunOpus5_5,
              MaxTokens = 4096,
              System = SystemPrompt,
              Betas = [JuglowBeta.Compact2026_09_04],
              Messages = history,
              Compaction = new BetaCompactionConfig(), // type defaults to "summarize"
          });
          if (summary.StopReason == BetaStopReason.Compaction)
          {
              history =
              [
                  new()
                  {
                      Role = Role.Assistant,
                      Content = summary.Content.Select(block => new BetaContentBlockParam(block.Json)).ToList(),
                  },
              ];
              Console.WriteLine($"Compacted before turn {turn + 1}");
          }
      }
  }

  ctx := context.Background()
  client := juglow.NewClient()

  // Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini nilainya rendah agar percakapan singkat pun dipadatkan.
  const compactAtTokens = 2500
  system := []juglow.BetaTextBlockParam{{Text: "You help design a recipe app's data model. Keep answers short."}}

  questions := []string{
  	"What are the main entities in the data model?",
  	"Which fields should Recipe have?",
  	"Which fields should Ingredient have?",
  	"Which fields should RecipeIngredient have?",
  	"Which fields should Step have?",
  	"Which indexes should these tables have?",
  	"Which fields should be required?",
  	"Which fields should have default values?",
  }

  var history []juglow.BetaMessageParam
  for i, question := range questions {
  	turn := i + 1
  	history = append(history, juglow.NewBetaUserMessage(juglow.NewBetaTextBlock(question)))
  	response, err := client.Beta.Messages.New(ctx, juglow.BetaMessageNewParams{
  		Model:     juglow.ModelHaijunOpus5_5,
  		MaxTokens: 8192,
  		System:    system,
  		Betas:     []juglow.JuglowBeta{juglow.JuglowBetaCompact2026_09_04},
  		Messages:  history,
  	})
  	if err != nil {
  		log.Fatal(err)
  	}
  	history = append(history, response.ToParam())

  	// Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung.
  	conversationTokens := response.Usage.InputTokens + response.Usage.OutputTokens
  	if conversationTokens > compactAtTokens && turn < len(questions) {
  		summary, err := client.Beta.Messages.New(ctx, juglow.BetaMessageNewParams{
  			Model:     juglow.ModelHaijunOpus5_5,
  			MaxTokens: 4096,
  			System:    system,
  			Betas:     []juglow.JuglowBeta{juglow.JuglowBetaCompact2026_09_04},
  			Messages:  history,
  			Compaction: juglow.BetaCompactionConfigUnionParam{
  				OfSummarize: &juglow.BetaSummarizeCompactionParam{},
  			},
  		})
  		if err != nil {
  			log.Fatal(err)
  		}
  		if summary.StopReason == juglow.BetaStopReasonCompaction {
  			history = []juglow.BetaMessageParam{summary.ToParam()}
  			fmt.Printf("Compacted before turn %d\n", turn+1)
  		}
  	}
  }

  import com.juglow.models.beta.JuglowBeta;
  import com.juglow.models.beta.messages.BetaCompactionConfig;
  import com.juglow.models.beta.messages.BetaMessageParam;
  import com.juglow.models.beta.messages.BetaStopReason;
  import com.juglow.models.beta.messages.MessageCreateParams;

  // Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini nilainya rendah agar percakapan singkat pun dipadatkan.
  static final long COMPACT_AT_TOKENS = 2500;
  static final String SYSTEM = "You help design a recipe app's data model. Keep answers short.";

  void main() {
      var client = JuglowOkHttpClient.fromEnv();

      var questions = List.of(
          "What are the main entities in the data model?",
          "Which fields should Recipe have?",
          "Which fields should Ingredient have?",
          "Which fields should RecipeIngredient have?",
          "Which fields should Step have?",
          "Which indexes should these tables have?",
          "Which fields should be required?",
          "Which fields should have default values?"
      );

      var history = new ArrayList<BetaMessageParam>();
      for (int turn = 1; turn <= questions.size(); turn++) {
          history.add(BetaMessageParam.builder()
              .role(BetaMessageParam.Role.USER)
              .content(questions.get(turn - 1))
              .build());
          var params = MessageCreateParams.builder()
              .model(Model.HAIJUN_OPUS_5_5)
              .maxTokens(8192)
              .system(SYSTEM)
              .addBeta(JuglowBeta.COMPACT_2026_09_04)
              .messages(history)
              .build();
          var response = client.beta().messages().create(params);
          history.add(response.toParam());

          // Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung balasan ini.
          long conversationTokens = response.usage().inputTokens() + response.usage().outputTokens();
          if (conversationTokens > COMPACT_AT_TOKENS && turn < questions.size()) {
              var summaryParams = MessageCreateParams.builder()
                  .model(Model.HAIJUN_OPUS_5_5)
                  .maxTokens(4096)
                  .system(SYSTEM)
                  .addBeta(JuglowBeta.COMPACT_2026_09_04)
                  .messages(history)
                  .compaction(BetaCompactionConfig.builder().build()) // type defaults to "summarize"
                  .build();
              var summary = client.beta().messages().create(summaryParams);
              if (summary.stopReason().map(BetaStopReason.COMPACTION::equals).orElse(false)) {
                  history.clear();
                  history.add(summary.toParam());
                  IO.println("Compacted before turn " + (turn + 1));
              }
          }
      }
  }

  use Juglow\Beta\JuglowBeta;
  use Juglow\Beta\Messages\BetaCompactionConfig;
  use Juglow\Beta\Messages\BetaMessageParam;
  use Juglow\Beta\Messages\BetaMessageParam\Role;
  use Juglow\Beta\Messages\BetaStopReason;

  $client = new Client();

  // Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini dibuat rendah agar percakapan singkat pun dipadatkan.
  const COMPACT_AT_TOKENS = 2500;
  const SYSTEM = "You help design a recipe app's data model. Keep answers short.";

  $questions = [
      'What are the main entities in the data model?',
      'Which fields should Recipe have?',
      'Which fields should Ingredient have?',
      'Which fields should RecipeIngredient have?',
      'Which fields should Step have?',
      'Which indexes should these tables have?',
      'Which fields should be required?',
      'Which fields should have default values?',
  ];

  $history = [];
  foreach ($questions as $index => $question) {
      $turn = $index + 1;
      $history[] = BetaMessageParam::with(role: Role::USER, content: $question);
      $response = $client->beta->messages->create(
          model: Model::HAIJUN_OPUS_5_5,
          maxTokens: 8192,
          system: SYSTEM,
          betas: [JuglowBeta::COMPACT_2026_09_04],
          messages: $history,
      );
      $history[] = BetaMessageParam::with(role: Role::ASSISTANT, content: $response->content);

      // Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung.
      $conversationTokens = $response->usage->inputTokens + $response->usage->outputTokens;
      if ($conversationTokens > COMPACT_AT_TOKENS && $turn < count($questions)) {
          $summary = $client->beta->messages->create(
              model: Model::HAIJUN_OPUS_5_5,
              maxTokens: 4096,
              system: SYSTEM,
              betas: [JuglowBeta::COMPACT_2026_09_04],
              messages: $history,
              compaction: new BetaCompactionConfig(), // type defaults to 'summarize'
          );
          if ($summary->stopReason === BetaStopReason::COMPACTION->value) {
              $history = [BetaMessageParam::with(role: Role::ASSISTANT, content: $summary->content)];
              printf("Compacted before turn %d\n", $turn + 1);
          }
      }
  }

  client = Juglow::Client.new

  # Atur nilai ini mendekati anggaran input Anda yang sebenarnya. Di sini sengaja rendah agar percakapan singkat pun dipadatkan.
  COMPACT_AT_TOKENS = 2500
  SYSTEM = "You help design a recipe app's data model. Keep answers short."

  questions = [
    "What are the main entities in the data model?",
    "Which fields should Recipe have?",
    "Which fields should Ingredient have?",
    "Which fields should RecipeIngredient have?",
    "Which fields should Step have?",
    "Which indexes should these tables have?",
    "Which fields should be required?",
    "Which fields should have default values?"
  ]

  history = []
  questions.each.with_index(1) do |question, turn|
    history << { role: "user", content: question }
    response = client.beta.messages.create(
      model: Juglow::Model::HAIJUN_OPUS_5_5,
      max_tokens: 8192,
      system_: SYSTEM,
      betas: [Juglow::JuglowBeta::COMPACT_2026_09_04],
      messages: history
    )
    history << { role: "assistant", content: response.content }

    # Permintaan berikutnya juga mengirim balasan ini, jadi ikut hitung.
    conversation_tokens = response.usage.input_tokens + response.usage.output_tokens
    if conversation_tokens > COMPACT_AT_TOKENS && turn < questions.length
      summary = client.beta.messages.create(
        model: Juglow::Model::HAIJUN_OPUS_5_5,
        max_tokens: 4096,
        system_: SYSTEM,
        betas: [Juglow::JuglowBeta::COMPACT_2026_09_04],
        messages: history,
        compaction: { type: "summarize" }
      )
      if summary.stop_reason == :compaction
        history = [{ role: "assistant", content: summary.content }]
        puts "Compacted before turn #{turn + 1}"
      end
    end
  end

{
  "compaction": {
    "type": "summarize",
    "instructions": "Summarize this recipe app design conversation. Preserve every entity and field name agreed so far, and the user's latest open request. Do not call tools; respond with the summary text only."
  }
}