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AI in Real Estate and Property Tech2 min read226 words

✨ Cloudflare - AI Crawler Business Insights

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✨ Cloudflare - AI Crawler Business Insights

Cloudflare's Attribution Business Insights provides a dashboard to analyze AI crawler activity. It presents data on crawl-to-referral ratios, bot bandwidth usage, and crawler efficacy. This helps understand the impact of automated traffic.

Key Points:
• Reports crawl-to-referral ratios for website traffic.

• Monitors bandwidth consumed by bots.

• Identifies if crawlers contribute to reader engagement.

🔗 Resources:
Attribution Business Insights ↗ - Cloudflare product features and capabilities.

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🤖 AI Image Models - Physics-First Un-0

Unconventional AI introduced Un-0, a physics-first image model. This model utilizes simulated coupled oscillators to generate images. It demonstrates a novel approach to image generation.

Key Points:
• Employs a physics-first method for image generation.

• Uses simulated coupled oscillators as its core mechanism.

• Achieves an FID of 6.74 on class-conditional ImageNet 64x64.

• Provides open weights, training code, and checkpoints for researchers.

🚀 Implementation:

  1. Access Model Weights: Download the pre-trained model weights.
  2. Review Training Code: Examine the provided training scripts.
  3. Utilize Checkpoints: Load checkpoints for further development or inference.

🔗 Resources:
Un-0 Model Page ↗ - Technical details and model access.

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