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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 News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1702 · 07/28/2025, 07:47 AM

⚡️Storm Trade and 🏳️FIVA: fixed income on yourSLP A simplified mode for working with FIVA and Storm $SLP has appeared. Now you can invest USDT or TON and receive a fixed rate without delving into the technical details of the protocol. How to start? 1. Open the simplified mode 2. Deposit $USDT or $TON. 3. In the list of income sources, select ⚡️Storm Trade. 4. Confirm the operation. FIVA will automatically convert the deposit into $SLP tokens and lock in the fixed coupon. How income is generated: ✅ Lending platforms: borrowers pay interest. ✅ Trading venues: traders pay fees for transactions. ✅ TON staking: validators receive rewards for securing the network. ✅ Algorithmic strategies: services like Torch or Ethena generate income from market imbalances. ✅FIVA aggregates these streams and distributes them among depositors. All fund movements can be tracked on the TON blockchain. 👍Advantages: ⚫️ The fixed rate is locked in when funds are deposited — convenient for income planning. ⚫️ Telegram interface: no separate wallets or browser extensions required. ⚫️ Automatic diversification: funds are distributed among verified protocol platforms. ⚫️ On-chain transparency: transactions are available for verification at any time. You can learn more about working with fixed income in theFIVA documentation. If you need predictable income on USDT or TON in the TON ecosystem, the simplified FIVA mode with the choice of Storm Trade can be one of the options. #StormTrade#FIVA#DeFi#Web3#CryptoNews#TradeCrypto