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query = "What are the conclusions in this document?"
doc_id = "your doc id"  # This is the doc_id for the same document in step-01.py. You can also use your own doc_id here.
tree = pi_client.get_tree(doc_id, node_summary=True)['result']
print('Simplified Tree Structure of the Document:')
utils.print_tree(tree)

# ตัวอย่างข้อมูล index tree
Simplified Tree Structure of the Document:
[{'title': 'Abstract', 'node_id': '0000', 'summary': 'This text discusses the challenge of gen...'},
 {'title': '1 Introduction',

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$curl https://blog.cloudflare.com/markdown-for-agents/ \
  -H "Accept: text/markdown"
  
  
---
description: The way content is discovered online is shifting, from traditional search engines to AI agents that need structured data from a Web built for humans. It’s time to consider not just human visitors, but start to treat agents as first-class citizens. Markdown for Agents automatically converts any HTML page requested from our network to markdown.
title: Introducing Markdown for Agents
image: https://cf-assets.www.cloudflare.com/zkvhlag99gkb/6Df02zjRb4inGPazW51EyD/278afaa16719f1080f12936c35a6c0ef/BLOG-3162_OG.png
---

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// ค้นหา word1 และ word 2
ZINCRBY search:freq:2026-02-17 1 "word1"
ZINCRBY search:freq:2026-02-17 1 "word1"
ZINCRBY search:freq:2026-02-17 1 "word2"

// ดูผลการค้นหา
ZREVRANGE search:freq:2026-02-17 0 4 WITHSCORES

// ผล
1) "word1"

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// ติดตั้ง ต้องใช้งานผ่าน NodeJS
$npm install -g agent-browser

// เปิด web
$agent-browser open https://seleniumbase.io/coffee/
✓ Coffee Cart
  https://seleniumbase.io/coffee/
  
// ทำการดูว่าทั้ง page มี element อะไรบ้าง
$agent-browser snapshot

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$curl -L code.kimi.com/install.sh | bash

$kimi
╭────────────────────────────────────────────────────────────────────────╮
│                                                                        │
│   ▐█▛█▛█▌  Welcome to Kimi Code CLI!                                   │
│   ▐█████▌  Send /help for help information.                            │
│                                                                        │                                │
│  Session: c23cbb12-a6da-402a-a4c5-0c346d77efd3                         │
│  Model: not set, send /login to login                                  │

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$ollama --version          
ollama version is 0.14.3

$ollama list
NAME                      ID              SIZE      MODIFIED       
functiongemma:latest    7c19b650567a    300 MB    4 weeks ago      
gemma3:270m             b16d6d39dfbd    241 MB    5 months ago     
gemma3:1b               8648f39daa8f    815 MB    8 months ago     
deepseek-r1:7b          0a8c26691023    4.7 GB    12 months ago    
llama3.1:latest         91ab477bec9d    4.7 GB    17 months ago

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$npx add-skill vercel-labs/agent-skills

Need to install the following packages:
add-skill@1.0.21


┌   skills 
│
◇  Source: https://github.com/vercel-labs/agent-skills.git
│

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WITH cte AS (
    SELECT id FROM tasks WHERE status = 'pending' ORDER BY created_at ASC LIMIT 1 FOR UPDATE SKIP LOCKED
)

UPDATE tasks SET status = 'in_progress'
FROM cte
WHERE tasks.id = cte.id
RETURNING tasks.*;

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"PostToolUse": [
  {
    "matcher":"Write|Edit",
    "hooks": [
      {
        "type": "command",
        "command": "bun run format || true"
      }
    ]
  }

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$ollama list
NAME                      ID              SIZE      MODIFIED       
functiongemma:latest      7c19b650567a    300 MB    15 minutes ago 

$ollama run functiongemma
pulling manifest 
pulling 415f8f959d80: 100% ▕██████████████████████████████████████████████████████████████████████████▏ 300 MB                         
pulling 64c834d5c134: 100% ▕██████████████████████████████████████████████████████████████████████████▏  10 KB                         
pulling b536e845ddda: 100% ▕██████████████████████████████████████████████████████████████████████████▏   26 B                         
pulling d087699a8829: 100% ▕██████████████████████████████████████████████████████████████████████████▏  468 B