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Source channel @githubtrending · Post #15539 · Mar 5
#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL
Search: #crustaceans
@googlefactss · Post #40853 · 03/24/2026, 07:02 AM
Male and female crabs can be distinguished by looking at their abdominal flap (apron) shape, with males having a narrow, triangular (or T-shaped) apron and females possessing a broad, rounded, or U-shaped apron. Females, often called "sooks," use this wide abdomen to carry eggs, while males ("jimmies") generally have larger claws. @googlefactss#crustaceans
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@googlefactss · Post #40721 · 03/02/2026, 07:00 AM
The largest crab in the world is the giant Japanese Spider Crab, which can measure up to 4 meters (13 feet) across. @googlefactss#crustaceans
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@interesting_planet_facts · Post #883 · 10/09/2025, 06:11 PM
🌎 The yeti crab was discovered in 2005 near deep-sea hydrothermal vents in the South Pacific. Its pincers are covered with hair-like bristles that host bacteria, which the crab farms for food. This crab lives 2,200 meters below the surface, where sunlight never reaches. ✨ #ocean⚡#animals⚡#crustaceans 👉subscribe Interesting Planet 👉more Channels
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@interesting_planet_facts · Post #1287 · 02/11/2026, 10:11 PM
🌎 Beneath the Ross Ice Shelf in Antarctica, researchers discovered a thriving community of tiny amphipod crustaceans living over 500 meters below the ice. Scientists accessed this hidden ecosystem in 2015 by drilling through the thick ice, revealing life where sunlight never reaches. This shelf covers an area roughly the size of France. ✨ #ocean⚡#Antarctica⚡#crustaceans 👉subscribe Interesting Planet 👉more Channels
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