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Source channel @githubtrending · Post #15432 · Jan 23

#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm

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Crypto M - Crypto News

@CryptoM · Post #64912 · 04/10/2026, 09:17 AM

🚀 Crypto Startups Face High MiCA Compliance Costs in EU Crypto startups in the European Union are encountering significant financial challenges due to the compliance costs associated with the Markets in Crypto-Assets (MiCA) regulation. According to NS3.AI, the licensing expenses alone range from €250,000 to €500,000, posing a substantial burden on smaller firms. Austria's Financial Market Authority provides licensing timelines of less than six months, while Germany has reduced the transition period to 12 months. This has intensified the pressure on companies unable to manage the increased compliance costs. #Crypto#Startups#EU#MiCA#Compliance#Regulation#Finance#Licensing#Costs#FinancialChallenges

Crypto M - Crypto News

@CryptoM · Post #64882 · 04/10/2026, 06:45 AM

🚀 Ondo Explores Challenges in Stock Perpetuals Stock perpetuals have faced persistent challenges, according to PANews. Ondo, a financial services company, has identified a three-layered structural explanation for these difficulties. The first issue is the inherent complexity of stock perpetuals, which can deter potential investors. Unlike traditional stock investments, perpetuals require a deeper understanding of financial derivatives, making them less accessible to the average investor. Secondly, the market infrastructure for stock perpetuals is not as developed as that for other financial instruments. This lack of infrastructure can lead to inefficiencies and increased costs, further discouraging participation. Lastly, regulatory uncertainties surrounding stock perpetuals contribute to their underperformance. The evolving nature of financial regulations can create an unpredictable environment, making it challenging for investors to commit to these instruments. Ondo's analysis highlights the need for improved education, infrastructure, and regulatory clarity to enhance the performance and adoption of stock perpetuals. #Ondo#StockPerpetuals#FinancialChallenges#InvestmentComplexity#MarketInfrastructure#RegulatoryUncertainty#FinancialDerivatives#InvestorEducation#FinancialRegulations#StockMarket#ONDO

Crypto M - Crypto News

@CryptoM · Post #64704 · 04/09/2026, 03:10 PM

🚀 Gunzilla Games Faces Wage Delays Amid Token Decline Gunzilla Games is experiencing significant financial challenges, with employees reporting wage delays of up to five months. According to NS3.AI, CEO Vlad Korolev has stated that some payments are being scheduled to align with the company's cash flow. Several employees, including senior game programmer Vladyslav Spitkovskyi, are seeking compensation through the European Union legal framework. Additionally, the GUNZ token, integral to Off The Grid's in-game economy, has seen a substantial decline, dropping nearly 86% since its launch last year. #GunzillaGames#WageDelays#FinancialChallenges#TokenDecline#GUNZToken#OffTheGrid#GameDevelopment#EmployeeCompensation#EuropeanUnion#VladKorolev