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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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Crypto M - Crypto News

@CryptoM · Post #65345 · 04/13/2026, 01:44 AM

🚀 Ethereum Layer 2 Network Scroll Faces Overcharging Issue Ethereum Layer 2 network Scroll has reportedly overcharged users by more than $50,000 in transaction fees over approximately four days. According to ChainCatcher, this occurred after the Scroll team manually increased two rate multipliers in their gas price oracle six times within six days, each time raising them by 2 to 10 times. This adjustment cumulatively increased the L1 data cost parameter to 1,280 times its original benchmark. Approximately 139,000 transactions were affected, with the total cost originally estimated at around $280, but users were charged over $50,000. The majority of these transactions were automated by bots. L2BEAT clarified that the overcharging was not due to a sequencer issue but resulted from multiplier adjustments executed through a multi-signature wallet by the team. This incident has raised questions about whether Scroll previously subsidized users with below-cost rates to maintain activity. Data from DeFiLlama indicates that Scroll's total value locked (TVL) currently stands at $24 million, a significant decline of 96% from its peak of $585 million in October 2024. As of the time of reporting, Scroll has not publicly responded to the issue. #Ethereum#Layer2#Scroll#Overcharging#GasFees#Blockchain#DeFi#TVL#CryptoNews#TransactionFees#ETH#SCR