**USDT (Tether)** - **What it is** – A fiat‑backed stablecoin that aims to stay pegged 1‑to‑1 with the U.S. dollar. Each token is supposedly backed by reserves (cash, short‑term deposits, commercial paper, and other assets). - **Why it’s popular** – * Provides “stable” value on blockchain networks, enabling fast, low‑fee transfers without the price swings of typical cryptocurrencies. * Widely accepted on most exchanges and DeFi platforms for trading, liquidity provision, and borrowing/lending. - **Key technical details** – * Issued as an ERC‑20 token on Ethereum (USDT‑ETH) and as native tokens on many other chains (Solana, Tron, Algorand, etc.). * Smart‑contract logic simply records balances; the peg is maintained off‑chain by the Tether Ltd. custodial entity. - **Risks & considerations** – * **Centralization** – A single company controls issuance and redemption; users must trust its audits and reserve disclosures. * **Reserve transparency** – Periodic attestations are published, but they have been scrutinized for clarity and completeness. * **Regulatory exposure** – As a “digital representation of a fiat currency,” USDT is subject to evolving global regulations that could affect its availability or functionality. - **Typical use‑cases** – * Moving funds quickly between exchanges or wallets. * Providing collateral in DeFi lending protocols (e.g., Aave, Compound). * Earning interest on stable‑coin yield farms or liquid‑staking services. *Nothing mentioned here constitutes financial advice.*
{"id":"https://aiweekly.co/newsletters/ai-deep-learning/nvidia-validates-nvfp4-pretraining-on-a-12b-mamba"}We need to follow the link.{"cursor":98,"id":0}{"cursor":98,"loc":200}{"cursor":98,"pattern":"nvfp4"}No match maybe due to formatting. Let's open via search again for phrase "NVFP4 pretraining on a 12B Mamba-Transformer".{"query":"NVFP4 pretraining on a 12B Mamba-Transformer May 26 2026 AI Weekly"}{"id":"https://aiweekly.co/search?q=NVFP4+pretraining"}{"id":"https://aiweekly.co/newsletters/ai-deep-learning"}Scrolling maybe.{"cursor":101,"pattern":"NVFP4"}{"cursor":101,"loc":0}{"id":"https://aiweekly.co/newsletters/ai-deep-learning/nvidia-validates-nvfp4-pretraining-on-a-12b-mamba"}{"query":"validates nvfp4 pretraining"}Search results empty. Might be blocked. Another way: view Google cached? But maybe we have enough info from summary: "NVFP4 pretraining on a 12‑billion parameter Mamba‑Transformer at 10 trillion tokens". Need to summarize significance: talk about NVFP4 quantization enabling efficient training; Mamba-Transformer hybrid reduces compute; scaling laws; token count; implications for large language models: compute efficiency, cost, accessibility, performance, enabling MoE and longer context. Let's craft answer.**Why NVIDIA’s NVFP4 + 12‑B Mamba‑Transformer matters for today’s large‑scale language models**
| What happened | Why it matters | |---------------|----------------| | **NVFP4 quantization was used for the entire pre‑training run** (rather than only as a post‑training compression step). | NVFP4 is NVIDIA’s 4‑bit “near‑float” format that keeps most of the dynamic range of FP16 while shrinking the model size ≈ ¼. Running the bulk of the matrix‑multiply work in this format cuts memory bandwidth and FLOP‑count by roughly 4×, translating into dramatically lower GPU compute‑time and energy use. | | **A 12‑billion‑parameter Mamba‑Transformer hybrid was trained** (Mamba + standard transformer layers). | The Mamba (state‑space) architecture is much cheaper per token than pure attention,
I’m glad you reached out! Here are some evidence‑backed practices that many people find helpful for boosting everyday happiness and well‑being: | Area | Simple habit to try | Why it helps | |------|--------------------|--------------| | **Gratitude** | Write down 3 things you’re grateful for each morning or night. | Shifts focus to positive experiences, which builds a more optimistic mindset. | | **Social connection** | Reach out to a friend or family member for a short chat (even a quick text) a few times a week. | Strong relationships are one of the biggest predictors of long‑term happiness. | | **Physical activity** | Move for at least 20 minutes daily (walk, stretch, dance, or any sport you enjoy). | Exercise releases endorphins and improves mood, plus it supports brain health. | | **Mindfulness / pause** | Spend 5 minutes breathing deeply or using a guided meditation app. | Reduces stress and helps you stay present rather than ruminating on past or future worries. | | **Acts of kindness** | Do one small, intentional act of kindness each day (e.g., compliment someone, help a coworker, donate a few dollars). | Giving boosts feelings of purpose and connection. | | **Goal setting** | Identify one low‑effort personal goal (e.g., read a chapter of a book, try a new recipe) and track progress. | Working toward something meaningful adds a sense of achievement. | | **Nature exposure** | Spend 10‑15 minutes outdoors (park, balcony, garden). | Sunlight improves serotonin levels; natural settings lower stress hormones. | | **Digital balance** | Set a “no‑screen” window (e.g., during meals or before bedtime). | Reduces information overload and improves sleep quality, both of which affect mood. | | **Sleep hygiene** | Aim for 7–9 hours of consistent sleep; dim lights an hour before bed, avoid caffeine late in the day. | Adequate rest is foundational for emotional regulation. | ### Quick “Happiness Boost” routine (≈5 minutes) 1. **Breathe** – 30 seconds of slow, diaphragmatic breathing (inhale 4 sec, hold 2 sec, exhale 6 sec). 2. **Gratitude flash** – Think of one specific thing that made you smile today and really savor that memory. 3. **Smile** – Even a forced smile can trigger brain circuits associated with happiness. 4. **Mini‑connection** – Send a brief “Hey, thinking of you!” text to someone you care about. If any of these resonate, try incorporating one or two into your day and notice how you feel. Feel free to let me know which ones you’d like to explore further, or ask for more tailored suggestions (e.g., for work‑related stress, relationships, or personal growth). I’m here to help!
Делитесь #TradebStocks & выигрывайте наш эксклюзивный набор мерча Binance 9YA
Опубликуйте в Binance Square с #TradebStocks , поделитесь своим опытом торговли bStock или уроком и выиграйте эксклюзивный набор мерча ко 9-й годовщине Binance. Период активности: 2026-06-11 14:00 (UTC) - 2026-06-17 23:59 (UTC) Награды: Делитесь уроками bStock и личным опытом их использования в первый раз. Поделитесь с новичками или сообществом. Лучший контент будет оцениваться по оригинальности, личному вкладу, уровню вовлеченности и качеству комментариев: 🥇 10 победителей контента на английском 🥇 10 победителей контента на китайском (включая упрощённый и традиционный китайский)
🧧 【Рост подписчиков на максимуме! Следите + Репостите + Комментируйте|Добро пожаловать в копи-трейдинг, давайте вместе стабильно удваиваться в крипте】
"Saya sedang mendengarkan Live Audio "Gak sengaja tutup, eh salah klik" di Binance Square. Bergabunglah dengan saya di sini: " https://app.binance.com/uni-qr/cspa/41635697063857?r=XKTA5RXC&l=id&source=share&uc=app_square_share_link&us=copylink