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Source channel @githubtrending · Post #14815 · Jun 10

#jupyter_notebook#chatglm#chatglm3#gemma_2b_it#glm_4#internlm2#llama3#llm#lora#minicpm#q_wen#qwen#qwen1_5#qwen2 This guide helps beginners set up and use open-source large language models (LLMs) on Linux or cloud platforms like AutoDL, with step-by-step instructions for environment setup, model deployment, and fine-tuning for models such as LLaMA, ChatGLM, and InternLM[2][4][5]. It covers everything from basic installation to advanced techniques like LoRA and distributed fine-tuning, and supports integration with tools like LangChain and online demo deployment. The main benefit is making powerful AI models accessible and easy to use for students, researchers, and anyone interested in experimenting with or customizing LLMs for their own projects[2][4][5]. https://github.com/datawhalechina/self-llm

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Crypto M - Crypto News

@CryptoM · Post #64742 · 04/09/2026, 05:17 PM

🚀 TON's Catchain 2.0 Upgrade Enhances Speed and Validator Rewards TON has announced the implementation of its Catchain 2.0 consensus upgrade, which significantly improves transaction speed and validator incentives. According to NS3.AI, the upgrade reduces block times to 400 milliseconds and accelerates payment settlement to approximately one second. Additionally, the change is expected to increase annual inflation to 3.6%, up from around 0.6%, as the faster block production boosts rewards for validators. #TON#Catchain2.0 #Blockchain#ConsensusUpgrade#TransactionSpeed#ValidatorRewards#Cryptocurrency#CryptoNews#BlockchainTechnology#DeFi

Crypto M - Crypto News

@CryptoM · Post #64697 · 04/09/2026, 02:44 PM

🚀 Telegram's TON Blockchain Achieves Significant Speed Upgrade Telegram founder Pavel Durov announced a major upgrade to the TON blockchain, significantly enhancing its processing speed. According to Foresight News, the upgrade has increased block generation rates by six times and achieved sub-second transaction confirmations. Durov stated that this is the first of seven steps in his 'Make TON Great Again' (MTONGA) plan. The next step aims to reduce the already relatively low transaction fees by approximately six times to further improve network performance and cost competitiveness. #Telegram#TONBlockchain#PavelDurov#SpeedUpgrade#Blockchain#TransactionSpeed#MTONGA#ForesightNews#SubSecondConfirmations#TransactionFees#NetworkPerformance