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Community Projects News 17 July 2025 - 31 October 2025

You Won’t Believe Alabama Power’s Halloween Projects: Debunking “Energy Vampires” & Saving Bats

You Won’t Believe Alabama Power’s Halloween Projects: Debunking “Energy Vampires” & Saving Bats

Busting Spooky Energy Myths to Save Money As autumn nights grow colder and Halloween decorations glow, Alabama Power seized the seasonal spirit to help customers save energy. The company published a list of “scary” energy efficiency myth busters – using a fun Halloween theme to debunk misconceptions that often haunt households’ wallets yellowhammernews.com. Some of the top myths Alabama Power “exorcised” include: To help customers act on these tips, Alabama Power also pointed to free tools and programs. The Alabama Power mobile app and My Power Usage dashboard let customers track daily energy use and set alerts, almost like a
31 October 2025
32B AI Model Trained by a Swarm of Volunteer GPUs – Inside INTELLECT-2’s Decentralized Revolution

32B AI Model Trained by a Swarm of Volunteer GPUs – Inside INTELLECT-2’s Decentralized Revolution

In May 2025, Prime Intellect unveiled INTELLECT-2, a 32B-parameter LLM trained on a globally distributed swarm of volunteer GPUs. INTELLECT-2 is the first model of its scale trained via fully asynchronous reinforcement learning across hundreds of heterogeneous, permissionless machines on chakra.dev. PRIME-RL coordinates the training loop by separating experience generation on inference workers from policy updates on trainer nodes, eliminating traditional synchronization bottlenecks. SHARDCAST distributes the 32B model weights via a tree-based, pipelined transfer to hundreds of volunteer GPUs, accelerating weight propagation. TOPLOC provides a probabilistic verification fingerprint using locality-sensitive hashing to detect tampering or incorrect results from untrusted nodes.
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