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Source channel @githubtrending · Post #15547 · Mar 7

#python#agent_memory#financial_forecasting#future_prediction#knowledge_graph#llms#multi_agent_simulation#public_opinion_analysis#python3#social_prediction#swarm_intelligence MiroFish is a simple AI tool that predicts anything by creating a digital world from your data like news, policies, or stories. Upload seed info and describe what you want to predict; it builds thousands of smart agents with personalities and memories to interact, simulate futures, and give you a detailed report plus chat access. You benefit by testing decisions risk-free—like policy impacts or story endings—making smart choices or fun ideas win through safe, accurate previews. https://github.com/666ghj/MiroFish

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@githubtrending · Post #15585 · 03/26/2026, 11:30 AM

#python#4k#aac#apple_music#apple_music_downloader#downloader#m4a#m4v Gamdl is a free command-line tool to download Apple Music songs in high-quality AAC 256kbps, music videos up to 4K, albums, playlists, and artist content, with synced lyrics (LRC/SRT), rich metadata, and cover art. Install via `pip install gamdl`, add your browser cookies from an active subscription, and run `gamdl [URL]`. It benefits you by letting you enjoy offline playback anywhere without streaming data costs, on any device, with organized files ready for your library. https://github.com/glomatico/gamdl