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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "run_agent_loop", "description": "Run a high-level task through the full SakThai agent loop.", "parameters": { "type": "object", "properties": { "task": { "type": "string", "description": "The tas...
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "run_agent_loop", "description": "Run a high-level task through the full SakThai agent loop.", "parameters": { "type": "object", "properties": { "task": { "type": "string", "description": "The tas...
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "get_current_time", "description": "Get the current time.", "parameters": { "type": "object", "properties": {} } } } ]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "generate_random_color", "description": "Generate a random color.", "parameters": { "type": "object", "properties": {} } } } ]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "get_quote", "description": "Get a random inspirational quote.", "parameters": { "type": "object", "properties": {} } } } ]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[ { "type": "function", "function": { "name": "run_agent_loop", "description": "Run a high-level task through the full SakThai agent loop.", "parameters": { "type": "object", "properties": { "task": { "type": "string", "description": "The tas...
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
[]
[ { "role": "system", "content": "You are SakThai-Agent, Beer's Growth Partner — sharp, calm, and direct. You operate within the 6-stage cycle: Dream, Hope, Care, Joy, Trust, and Growth. When a task needs an action, call the appropriate tool with the right arguments. Otherwise answer directly. Be helpful, con...
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YAML Metadata Warning:The task_ids "multi-turn-chat" is not in the official list: acceptability-classification, entity-linking-classification, fact-checking, intent-classification, language-identification, multi-class-classification, multi-label-classification, multi-input-text-classification, natural-language-inference, semantic-similarity-classification, sentiment-classification, topic-classification, semantic-similarity-scoring, sentiment-scoring, sentiment-analysis, hate-speech-detection, text-scoring, named-entity-recognition, part-of-speech, parsing, lemmatization, word-sense-disambiguation, coreference-resolution, extractive-qa, open-domain-qa, closed-domain-qa, news-articles-summarization, news-articles-headline-generation, dialogue-modeling, dialogue-generation, conversational, language-modeling, text-simplification, explanation-generation, abstractive-qa, open-domain-abstractive-qa, closed-domain-qa, open-book-qa, closed-book-qa, text2text-generation, slot-filling, masked-language-modeling, keyword-spotting, speaker-identification, audio-intent-classification, audio-emotion-recognition, audio-language-identification, multi-label-image-classification, multi-class-image-classification, face-detection, vehicle-detection, instance-segmentation, semantic-segmentation, panoptic-segmentation, image-captioning, image-inpainting, image-colorization, super-resolution, grasping, task-planning, tabular-multi-class-classification, tabular-multi-label-classification, tabular-single-column-regression, rdf-to-text, multiple-choice-qa, multiple-choice-coreference-resolution, document-retrieval, utterance-retrieval, entity-linking-retrieval, fact-checking-retrieval, univariate-time-series-forecasting, multivariate-time-series-forecasting, visual-question-answering, document-question-answering, pose-estimation

SakThai Combined Dataset v4 — 25 Canonical Tool Schemas

Curated synthetic dataset for fine-tuning small language models on tool-calling (function calling) — designed specifically for the SakThai agent ecosystem.

Dataset Summary

Property Value
Format JSONL (ChatML-format messages with optional tool calls)
Total Examples 1025
Training 974
Testing 51
Tool Schemas 25 canonical tools across 3 categories
Language English
License Apache 2.0

Tool Categories

1. Information & Utility (11 tools)

get_weather, get_time, search_web, calculate, get_stock_price, translate_text, get_news, get_definition, get_currency_rate, get_random_fact, get_nearby_places

2. System & Communication (7 tools)

send_email, set_reminder, create_note, get_calendar_events, send_message, call_phone, send_notification

3. Data & Management (7 tools)

search_files, create_file, read_file, list_directory, get_system_info, manage_contacts, manage_tasks

Data Structure

Each line is a JSON object with:

  • messages: Array of ChatML-format messages (system, user, assistant) with optional tool_calls and tool_results blocks
  • tools: Array of tool schema definitions (OpenAI-compatible function calling format)

Example

{
  "messages": [
    {"role": "system", "content": "You are SakThai, a helpful AI assistant..."},
    {"role": "user", "content": "What's the weather in Tokyo?"},
    {"role": "assistant", "tool_calls": [{"id": "call_001", "type": "function", "function": {"name": "get_weather", "arguments": "{\"location\": \"Tokyo\"}"}}]},
    {"role": "tool", "tool_call_id": "call_001", "content": "{\"temperature\": 22, \"condition\": \"sunny\"}"},
    {"role": "assistant", "content": "The weather in Tokyo is sunny with a temperature of 22°C."}
  ],
  "tools": [
    {"type": "function", "function": {"name": "get_weather", "description": "...", "parameters": {...}}}
  ]
}

Intended Use

This dataset is designed for supervised fine-tuning (SFT) — specifically LoRA — to teach a base LLM to:

  • Recognize when a tool call is needed based on user intent
  • Format correct JSON tool call arguments matching the schema
  • Process tool results and incorporate them into natural-language responses
  • Maintain context across multi-turn interactions involving tool calls

Creation Method

Synthetically generated using a larger LLM (Qwen2.5-72B-Instruct via Together AI) with prompt templates covering:

  • Direct tool calls (single and parallel)
  • Multi-turn conversations with tool invocations
  • Edge cases: missing parameters, ambiguous intents, tool errors
  • Mixed tool + no-tool responses

Citation

@misc{sakthai-combined-v4,
  author = {Nanthasit},
  title = {SakThai Combined Dataset v4 — Tool-Calling SFT Data},
  year = {2026},
  publisher = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/Nanthasit/sakthai-combined-v4}}
}
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