
Instagram Reels Competitor Monitor API in Python
Build a public Instagram Reels competitor monitor with keyword search, creator feeds, post details, comments, cursor pagination, and reproducible local scoring.
ReadInsights on AI agents, model routing, and building production-ready AI systems.

Build a public Instagram Reels competitor monitor with keyword search, creator feeds, post details, comments, cursor pagination, and reproducible local scoring.
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Kimi K3.1 Pro launched Oct 23, 2026 at $2/$10 per MTok with open weights due by Nov 4. What Moonshot confirmed, what its cyber-data filter does, and what reasoning effort costs in a real test.
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PHP2Shell (CVE-2026-109618/109619) was found with GPT-5.6 Sol and Gemini 4 Argon and patched Oct 21, 2026. What is confirmed, what is still open, and the patch, key-rotation and AI-review steps for builders.
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Build a TikTok content-gap research workflow with Creator Search Insights, demographics, trend data, related videos, and cursor pagination.
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Research YouTube Shorts trends with keyword search, continuation pagination, video details, channel context, comments, and honest local scoring.
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A free, scriptable fact-check pass for AI City Remix entries: Wikidata coordinates, OpenStreetMap names, boundary checks and dated claims, tested on Vienna and Kyoto scripts.
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Best Douyin data APIs in 2026: compare public-data services on coverage, pricing model, sync vs async design, auth and reliability, with a tested example.
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Build a Douyin and Weibo brand monitor in Python: requests calls SandBase public-data APIs, the OpenAI SDK runs tool-calling and sentiment alerts.
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AI agents in China social commerce: which public Douyin, Xiaohongshu and Weibo data agents can read through APIs, five agent designs, and a cost estimate.
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