在 DeepSearch 中使用 DeepSeek R1 推理模型

def scrape_page(url: str):
    """Scrape a web page with Jina Reader"""

tools = [
    {
        "type": "function",
        "function": {
            "name": "scrape_page",
            "description": "Scrape the content of a webpage",
            "parameters": {
                "url": {"type": "string", "description": "The URL to scrape"}
            }
        }
    }
]

client = OpenAI()
response = client.completions.create(
    model="o3-mini",
    prompt=f"Scrape www.skyscanner.net/routes/gr/de/germany-to-crete.html",
    tools=tools
)
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You must respond with a valid JSON object containing:
```json
{
  "tool_calls": [
    {"tool": "search", "input": "Cheapest flights from Germany to Crete May 2025"},
    {"tool": "scrape", "input": "<https://www.skyscanner.net/routes/gr/de/germany-to-crete.html>"}
  ]
}
```
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Tool Results:

Source 1️: search: Cheapest flights from Germany to Crete May 2025
Result:

```
Title: Affordable flights: Germany - Heraklion (Crete) (HER) | Eurowings URL Source: https://www.eurowings.com/en/booking/offers/flights-from/DE/to/GR/HER.html Description: Affordable flights from Germany to Heraklion (Crete) ✈ Eurowings brings you closer to your dream destination from as little as €89.99*. Book now and enjoy.
Title: Are you a person or a robot? URL Source: https://www.skyscanner.com/routes/fran/her/frankfurt-to-crete-heraklion.html Description: Book a one-way ticket from Frankfurt to Heraklion Airport from $78 or travel return from just $154. The prices shown are based on availability and could change ...
```
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Status: IN_PROGRESS
Memory: 
... no memory blocks ..
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Status: IN_PROGRESS
Memory: 
<nuz-032>Potential warm May destinations: Malaga (Spain), Crete (Greece), Algarve (Portugal)</nuz-032>
<xwj-969>URL to scrape for Crete hotel details: <https://www.tripadvisor.com/HotelsList-Crete-Beachfront-Cheap-Hotels-zfp13280541.html></xwj-969>
<vsc-583>URL to scrape for flight details: <https://www.expedia.com/lp/flights/fra/her/frankfurt-to-heraklion></vsc-583>
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{
	"memory_updates": [
	  {"operation": "add", "content": "Round-trip flight from Berlin to Tenerife in May 2025 ranges from €59.99 to €200 round-trip as per the Skyscanner and Iberia sources."},
	  {"operation": "delete", "id": "nuz-032"},
	  ...
	]
}
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... other contents of the prompt ...

## Memory Block Usage
- Each memory block has a unique ID in format <abc-123>content</abc-123>
- Create separate blocks for distinct pieces of information:
  * Discovered URLs (both explored and pending)
  * Information gaps that need investigation
  * Actions already taken (to avoid repetition)
  * Promising leads for future exploration
  * Key facts and findings
  * Contradictions or inconsistencies found
- Keep each block focused on a single idea or piece of information
- Always cite sources when recording information from tool results
- Use IDs to track and manage your knowledge (e.g., deleting outdated information)
- Make sure to store sources (URLs) for the facts and findings you store

## Lead Management
- Since you can only make 3 tool calls per round, store promising leads for later
- Create dedicated memory blocks for URLs to scrape later
- Maintain blocks for potential search queries to explore in future rounds
- Prioritize leads based on relevance to the task

... other contents of the prompt ...
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{% macro format_tool_results(tool_records) %}
{% for to in tool_records %}
Source {{ loop.index }}️: {{ to.tool }}: {{ to.input }}
Result:
```
{{ to.output }}
```
{% endfor %}
{% endmacro %}

The date: `{{ current_date }}`.
You are an information analysis and exploration agent that builds solutions through systematic investigation.

## Investigation Cycle
You operate in a continuous investigation cycle:

1. Review current workspace (your memory blocks)
2. Analyze new tool results (or initial task if first round)
3. Update memory with new insights and track investigation progress
4. Decide on next tools to call based on identified leads and information gaps
5. Repeat until task completion

## Memory Structure
Your memory persists between investigation cycles and consists of:
- **Status**: Always the first line, indicates if the task is IN_PROGRESS or DONE
- **Memory**: A collection of discrete information blocks, each with a unique ID

## Memory Block Usage
- Each memory block has a unique ID in format <abc-123>content</abc-123>
- Create separate blocks for distinct pieces of information:
  * Discovered URLs (both explored and pending)
  * Information gaps that need investigation
  * Actions already taken (to avoid repetition)
  * Promising leads for future exploration
  * Key facts and findings
  * Contradictions or inconsistencies found
- Keep each block focused on a single idea or piece of information
- Always cite sources when recording information from tool results
- Use IDs to track and manage your knowledge (e.g., deleting outdated information)
- Make sure to store sources (URLs) for the facts and findings you store

## Lead Management
- Since you can only make 3 tool calls per round, store promising leads for later
- Create dedicated memory blocks for URLs to scrape later
- Maintain blocks for potential search queries to explore in future rounds
- Prioritize leads based on relevance to the task

## Available Tools
- **search**: Use for broad information gathering on new topics or concepts
  * Example: {"tool": "search", "input": "renewable energy statistics 2023"}
- **scrape**: Use for extracting specific details from discovered URLs
  * Example: {"tool": "scrape", "input": "https://example.com/energy-report"}

## Tool Usage Guidelines
- **When to use search**: For new concepts, filling knowledge gaps, or exploring new directions
- **When to use scrape**: For URLs discovered that likely contain detailed information
- **Maximum 3 tool calls per round**
- **Never repeat the exact same tool call**
- **Always record valuable information from tool results in memory blocks**

## Response Format
You must respond with a valid JSON object containing:

```json
{
  "status_update": "IN_PROGRESS or DONE",
  "memory_updates": [
    {"operation": "add", "content": "New insight or lead to investigate"},
    {"operation": "delete", "id": "abc-123"}
  ],
  "tool_calls": [
    {"tool": "search", "input": "specific search query"},
    {"tool": "scrape", "input": "https://discovered-url.com"}
  ],
  "answer": "Your final, comprehensive answer when status is DONE"
}
```

## Important Rules
- The "add" operation creates a new memory block
	You do not need to specify an ID, it will be added automatically by the system.
- The "delete" operation requires the specific ID of the block to remove
- Never invent or fabricate information - only use facts from your memory or tool results
- Never make up URLs - only use URLs discovered through tool results
- CRITICAL: Any information not recorded in your memory blocks will be lost in the next round
  For example, if you find a potential webpage to scrap, you must store the URL and your intention
  Example: `{"operation": "add", "content": "Found relevant URL: https://... to scrape ..."}`
- Set status to "DONE" only when you have fully addressed the task
- Only include the "answer" field when status is "DONE"

Task:
```
{{ task }}
```

Current workspace:
```
{{ workspace }}
```

Tool Results:
{{ format_tool_results(tool_records) if tool_records else '... no previous tool results ...'}}

IMPORTANT: Generate a valid JSON response following the format above.

Think carefully about:
- what information do you need to preserve
- which tools to call next
- how to build your answer systematically with focused memory blocks
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**3-Day Crete Holiday Plan (Total ≈ €600-800)**

✈️ *Flights (From Frankfurt):*  
- Skyscanner: €154 round trip (May 2025 dates)  
  Source: <https://www.skyscanner.com/routes/fran/her/frankfurt-to-crete-heraklion.html>  
- Backup: Eurowings €180 round trip  

🏨 *Beachfront Hotels:*  
1. **Georgioupolis Beach Hotel**  
   - Direct beach access, bike rentals €10  
   - Source: <https://www.tripadvisor.com/HotelsList-Crete-Beachfront-Cheap-Hotels-zfp13280541.html>  

2. **JT Apartments**  
   - €57/night, 9.5/10 rating, 5-min walk to beach  
   - Source: <https://www.booking.com/region/gr/crete.html>  

3. **FNK Apartments**  
   - Sea views, 9.6/10 rating  

💰 *Budget Breakdown:*  
- Flights: €154  
- Hotel (3 nights): €171-250  
- Remaining: €1,600+ for meals/activities  

*Note:* All hotels are <5 mins from beaches. Crete averages 25°C in May (Source: TravelSupermarket).
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{"operation": "add", "content": "Crete flight options: Eurowings €89.99* one-way ..."}
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Source 1️: search: Cheapest flights from Germany to Crete May 2025
Result:
```
... other results ...
Title: Are you a person or a robot?
URL Source: https://www.skyscanner.com/routes/fran/her/frankfurt-to-crete-heraklion.html
Description: Book a one-way ticket from Frankfurt to Heraklion Airport from $78 or travel 
return from just $154. The prices shown are based on availability and could change ...
```
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資料來源 3️: 爬取: https://www.booking.com/region/gr/crete.html
結果:
```
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Moritz 德國

*   ### [JT Apartments](https://www.booking.com/hotel/gr/jt-apatments.html?label=gen173nr-1FCAYoXEIFY3JldGVIM1gEaJUCiAEBmAExuAEZyAEM2AEB6AEB-AECiAIBqAIDuALSvqC-BsACAdICJDc5ZWE5ZDJkLTI2ZWEtNGNiMS04MzNlLTJhNWIyMGI5Y2M3NdgCBeACAQ&sid=f21cdd5fe9eb08dcac7d3a0304f9ccc9)

Kissamos

每晚 $57 起

9.5 極佳 313 則評論

我強烈推薦入住 JT Apartments。當我們進入公寓時，受到了一個愉快的驚喜。一切設備齊全。周邊環境安靜，附近有超市。海灘就在步行距離內。如果您想參觀克里特島最美麗的海灘，這裡是絕佳位置。感謝您們讓我們的住宿體驗完全符合我們的夢想 :)

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Katarzyna 波蘭
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Aitor 德國

*   ### [FNK Apartments with Sea View](https://www.booking.com/hotel/gr/f-amp-k-apartments.html?label=gen173nr-1FCAYoXEIFY3JldGVIM1gEaJUCiAEBmAExuAEZyAEM2AEB6AEB-AECiAIBqAIDuALSvqC-BsACAdICJDc5ZWE5ZDJkLTI2ZWEtNGNiMS04MzNlLTJhNWIyMGI5Y2M3NdgCBeACAQ&sid=f21cdd5fe9eb08dcac7d3a0304f9ccc9)

Agia Pelagia

9.6 極佳 64 則評論

我們在克里特島待了一週。期間住在 FnK Apartments。Froso 和 Konstantinos 是超級友善且令人驚艷的房東。如果我們有任何問題或需求，他們總是隨時準備協助。公寓本身擁有 Agia Pelagia 和周圍海灣的美麗景色（甚至可以看到美麗的日出）。我們只能推薦 FnK Apartments！！

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Moritz 德國
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mary 美國

*   ### [Artemis Hotel Apartments](https://www.booking.com/hotel/gr/artemis-hersonisos.html?label=gen173nr-1FCAYoXEIFY3JldGVIM1gEaJUCiAEBmAExuAEZyAEM2AEB6AEB-AECiAIBqAIDuALSvqC-BsACAdICJDc5ZWE5ZDJkLTI2ZWEtNGNiMS04MzNlLTJhNWIyMGI5Y2M3NdgCBeACAQ&sid=f21cdd5fe9eb08dcac7d3a0304f9ccc9)

Limenas Hersonissou, Hersonissos

9.0 優異 419 則評論

如果您想感受賓至如歸，被當作朋友對待，並且知道您會在各方面得到幫助，我們強烈推薦您入住這家飯店。衷心感謝 Konstantine 的溫暖和非常貼心的待遇！下次造訪克里特島時，我們很樂意再次入住 Artemis Hotel！

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Irina 以色列
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Ann Marie 愛爾蘭

*   ### [Pinelopi Hotel](https://www.booking.com/hotel/gr/pinelopi.html?label=gen173nr-1FCAYoXEIFY3JldGVIM1gEaJUCiAEBmAExuAEZyAEM2AEB6AEB-AECiAIBqAIDuALSvqC-BsACAdICJDc5ZWE5ZDJkLTI2ZWEtNGNiMS04MzNlLTJhNWIyMGI5Y2M3NdgCBeACAQ&sid=f21cdd5fe9eb08dcac7d3a0304f9ccc9)

Platanes

7.8 好 198 則評論

絕佳位置，靠近海灘，周圍有很棒的小餐館，也適合開車四處遊覽。安靜的區域，適合度過美好的假期。寬敞的房間配備所需的一切。物超所值。泳池區域非常棒，您可以在一天中任何時候在那裡放鬆。飯店附近的停車場很完美。下次再訪克里特島時，我一定會再回到 Pinelopi Hotel。

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Rita 羅馬尼亞
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Katarzyna 波蘭

*   ### [Elizabeth Suites](https://www.booking.com/hotel/gr/elizabeth-suites.html?label=gen173nr-1FCAYoXEIFY3JldGVIM1gEaJUCiAEBmAExuAEZyAEM2AEB6AEB-AECiAIBqAIDuALSvqC-BsACAdICJDc5ZWE5ZDJkLTI2ZWEtNGNiMS04MzNlLTJhNWIyMGI5Y2M3NdgCBeACAQ&sid=f21cdd5fe9eb08dcac7d3a0304f9ccc9)

Kato Daratso

每晚 $74 起

9.1 優異 86 則評論

我們有一個很棒的住宿體驗，老闆 Epas 總是面帶微笑且非常樂於助人，工作人員特別是 Anna 都很可愛，這讓體驗更加溫馨。我們吃了幾天早餐，份量都非常充足。公寓位置完美，靠近海灘和餐廳。我們強烈推薦 The Elizabeth Suites，讓我們在克里特島的首次假期非常愉快 😊

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Jean 英國
```
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