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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 #64902 · 04/10/2026, 08:17 AM

🚀 TON Declines Over 24% Year-to-Date Despite Wallet Accumulation and Network Upgrade TON has experienced a decline of over 24% since the beginning of the year. According to NS3.AI, despite this downturn, the top 100 wallets have accumulated an additional 189,730 TON in the past three months. This week, TON implemented the Catchain 2.0 upgrade, which has reduced confirmation times to less than one second for Telegram mini-apps, payments, and high-frequency activities. The network's seven-phase roadmap includes plans for future fee reductions. #TON#cryptocurrency#blockchain#wallets#networkupgrade#Catchain2#Telegram#cryptoaccumulation#feereduction#highfrequencytransactions