#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
🌍 The boundary where the Earth's solid land meets the sea—called the coastline—is constantly changing. Waves, tides, and storms reshape these edges every day, making coastlines dynamic and ever-shifting. ✨
#geography⚡#coastlines⚡#change⚡#nature⚡#earth
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🌍 Satellite data show that global sea levels are now rising about 3.4 millimeters per year, speeding up since the 1990s and threatening low-lying coasts with accelerated erosion. ✨
#coastline⚡#climate⚡#change⚡#oceans⚡#geography⚡#nature⚡#earth
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🌍 Melting permafrost in Arctic regions is releasing ancient greenhouse gases like methane, accelerating climate change and threatening traditional ways of life for local communities. ✨
#permafrost⚡#climate⚡#change⚡#methane⚡#geography⚡#nature⚡#earth
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🌍 Desertification, the spread of deserts into once-fertile land, now threatens over a third of Earth’s land surface, endangering food security for millions worldwide. ✨
#desertification⚡#climate⚡#change⚡#land⚡#geography⚡#nature⚡#earth
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New Book Explores Optimism in AI Future
Reid Hoffman, co-founder of LinkedIn, releases his book *Superagency: what could go right with AI future*. Unlike dystopian views, Hoffman emphasizes a proactive approach to building a positive future with AI. He discusses the evolution of technology's role in society, the importance of agency in the face of AI, and the need for updates in social contracts. The book reflects on history, addressing both fears and potential benefits AI can bring. Full details available here.
#AI#Tech#ReidHoffman#Future#Blockchain#Metaverse#Innovation#Autonomy#SocialChange#Privacy#Agency#Technology#Data#LLM#Community#Change#Trends
Need of Organization 😂
#camurshid#ca#icap#ca_murshid#castudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes #icaistudents#charteredaccountant #icaistudents #camemes#icaistudents #auditor#auditors#auditorslife#change#organization