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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 #65423 · 04/13/2026, 07:05 AM

🚀 Varys Capital's Tom Dunleavy Highlights Dramatic Shift in Crypto Funding Landscape The cryptocurrency market has experienced a significant shift in its funding environment over the past six months, according to Odaily. Tom Dunleavy, Head of Venture Capital at Varys Capital, shared on X that the process for venture capitalists (VCs) to secure promising projects has changed drastically. Previously, VCs had to engage in extensive networking, content creation, podcast appearances, and numerous calls to attract investments. Now, simply having available funds is sufficient, as projects are actively seeking out VCs. Currently, most VC firms are in one of three states: they have exhausted their funds, shifted focus to later-stage investments (Series A and beyond), or are in the process of fundraising, albeit with difficulty. Fundraising timelines have extended from 2-3 weeks to 2-3 months. Projects with questionable business models or those merely replicating the latest trends are struggling to secure new or follow-up funding, which Dunleavy views as a positive development. There are fewer than 20 firms actively investing in pre-seed or seed rounds. VCs now have the luxury of selecting projects more carefully and conducting thorough due diligence. The investment cycle of 2025-2026 is anticipated to be a historic 'golden opportunity,' provided VCs can endure the current market conditions. #CryptoFunding#VentureCapital#CryptoMarket#PreSeed#SeedInvestment#DueDiligence#InvestmentTrends#CryptoVC#FundingLandscape#GoldenOpportunity