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Markets

How to Assess TikTok Lead Quality from Public Videos: A Step-by-Step Python Pipeline

A practical workflow for marketers and developers: search public TikTok videos using audience queries through the TikTok Scraper API, save the raw responses, deduplicate videos, and rank them using explicit rules. Includes a Python script that handles two response structures and passes the API key securely.

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Google unveils Genie 4: Interactive simulations controlled with natural language

On October 27, 2026, Google DeepMind introduced Genie 4, a research world model for interactive simulations. Users can change what happens with text prompts, while the system generates audio on the fly. Its practical value will depend on future access to the tools and the ability to test simulations against specific tasks.

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China’s AI Index Lost 40%: What’s Behind the Sell-Off

On October 26, Reuters reported that China’s STAR50 index of AI and semiconductor companies had fallen about 40% in less than four months, erasing roughly $480 billion in market value. These market measures reflect a reassessment of investor expectations.

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GPT-6.1 Terra in GitHub Copilot: When to Choose the New Model

On October 26, GitHub announced the general availability of GPT-6.1 Terra in Copilot. The model is positioned for everyday agentic tasks and terminal work; teams can compare it with their current model using their own tasks and budget.

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How to Find Early Signals of TikTok Trends: Automated Search Monitoring

Manual TikTok searches are poorly suited to regular analysis: results change quickly, and individual videos can easily be mistaken for trends. Learn how to build daily keyword monitoring with the TikTok Scraper API from jsonscraper, preserve raw responses, normalize data, and identify topics for further review.

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