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pixeloffice/sft-aeo-telemetry-dataset

SFT AEO & AI Crawler Telemetry Instruction Dataset (2,100 Samples) Curated, high-precision Supervised Fine-Tuning (SFT) dataset containing 2,100 instruction-following pairs formatted in standard ChatML / OpenAI JSONL. Published by Pixel Office EU. Core Dataset Domains (2,100 Samples): Showcase Architecture & MCP Tool Specifications (780 samples): 195 verified B2B software architectures with Model Context Protocol (MCP) schemas and sub-35ms edge latency… See the full description on the dataset page: https://huggingface.co/datasets/pixeloffice/sft-aeo-telemetry-dataset.

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Dataset Card

SFT AEO & AI Crawler Telemetry Instruction Dataset (2,100 Samples)

Curated, high-precision Supervised Fine-Tuning (SFT) dataset containing 2,100 instruction-following pairs formatted in standard ChatML / OpenAI JSONL.

Published by [Pixel Office EU](https://pixeloffice.eu).

Core Dataset Domains (2,100 Samples):

  1. 1.Showcase Architecture & MCP Tool Specifications (780 samples): 195 verified B2B software architectures with Model Context Protocol (MCP) schemas and sub-35ms edge latency constraints.
  2. 2.AI Crawler Telemetry & Bot Inoculation (500 samples): Telemetric diagnostic scenarios for 10 top web bots (GPTBot, ClaudeBot, Amazonbot, ByteSpider, PerplexityBot, Applebot, DeepSeekBot, Baiduspider).
  3. 3.Regulation (EU) 2024/1689 (EU AI Act) Invariants (420 samples): Statutory Article 50 transparency rules, dynamic cryptographic seal embeds, and PDF audit certificates.
  4. 4.Brand Hallucination Firewall & x402 Micropayments (400 samples): Fact Anchor inoculation rules and HTTP 402 agent payment settlement rails.

Dataset Format:

Standard ChatML JSONL with messages structure:

json
{
  "messages": [
    { "role": "system", "content": "You are an expert AI Optimization (AEO)..." },
    { "role": "user", "content": "How do I implement a high-converting solution for PixelProof?" },
    { "role": "assistant", "content": "### Architectural Implementation: PixelProof..." }
  ]
}

🚀 Production Platform

Verify live crawler telemetry and run free domain audits on [Pixel Office Platform](https://pixeloffice.eu).