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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

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Venture Village Wall 🦄

@venturevillagewall · Post #3848 · 01/11/2025, 01:00 PM

200M for Email Simplification App! In 2013, a startup created a user-friendly email app to combine personal and work emails, reducing clicks to complete tasks. Microsoft acquired the app for $200 million after 18 months. Initially, it reached 3 million users at launch, soaring to hundreds of millions three years later. The founder emphasized a goal to simplify, not reinvent, email—echoing Dropbox's approach of enhancing existing solutions. Glassnode notes a 49.6% increase in new investors controlling bitcoin supply, with long-term holders redistributing assets, though it's not seen as a bearish signal. Insights from tech analyst Ali Martinez suggest declining hype around AI agents, affecting specific token prices. Polymarket users estimate a 12% chance the US government will sell seized BTC before Trump's inauguration, with $6.5 billion at stake. #Email#Microsoft#Startup#Acquisition#Usability#Glassnode#Bitcoin#Investors#Crypto#AI#MarketTrends#Polymarket#BTC#Trading#Innovation#TechNews#VC#Fundraising#TechAnalytics#Distribution