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The long-awaited Bitcoin halving event has finally occurred, marking a significant milestone in the cryptocurrency world. As anticipated, Bitcoin (BTC) and Ethereum (ETH) have experienced a minor decrease following the halving, a phenomenon often observed in the aftermath of this historic event. However, amidst this market fluctuation, Furrever Token (FURR) stands out as it approaches the conclusion of its 7th stage presale within a week. While the behemoths of the crypto realm navigate through their post-halving adjustments, Furrever Token continues to gather momentum, captivating the attention of investors and enthusiasts with its unique approach and imminent launch on the DEX (PancakeSwap). Bitcoin Post-Halving: Navigating Short-Term Corrections Towards Long-Term Bullishness The fourth-ever Bitcoin halving on April 20 has ignited discussions about the potential for the "most bullish" Bitcoin cycle yet. Sukhveer Sanghera, CEO of Earth Wallet, points to historical chart patterns combined with the emergence of spot Bitcoin exchange-traded funds (ETFs) as key indicators for this optimism. Despite a 5.6% decline on the weekly chart, Bitcoin has surged over 50% since the start of 2024, albeit with a modest 2.85% increase in the past month. However, the current price of around $63,937.13 reflects a 1.5% decrease since yesterday. While halvings historically precede short-term corrections, analysts like Temujin Louie of Wanchain suggest that breaking the $65,000 resistance could signal the end of the current drawdown and lead to rapid increases, potentially surpassing $100,000. Nevertheless, the recent decline in net inflows to U.S. spot Bitcoin ETFs during the halving week has stirred temporary market concerns. With over 835,000 BTC collectively amassed by these ETFs, representing 4.24% of the current Bitcoin supply, the narrative around Bitcoin's bullish trajectory remains intact. As institutional and retail investors gear up for potential new money inflows, Bitcoin's resilience in the face of short-term fluctuations continues to underscore its long-term bullish prospects. Ethereum's Post-Bitcoin Halving Landscape: Navigating ETF Speculations and Price Dynamics With Ethereum (ETH) trading around $3,067.28, experiencing a 1% decrease since yesterday, the Ethereum community eagerly awaits key decisions regarding potential Ethereum exchange-traded funds (ETFs). Notably, the imminent decision date of May 23 looms large, as the SEC is expected to announce its stance on spot Ethereum ETFs. Initial expectations lean towards ETF rejections, supported by recent regulatory actions and the absence of discussions with issuers. However, the real significance lies in decisions expected in July and August regarding applications from BlackRock and Fidelity. Yet, excessive negativity in potential rejection statements could affect pending applications, underscoring the importance of balanced communications. Despite initial optimism earlier this year, fueled by Bitcoin's approval and anticipated interest surge in Ether, current market dynamics have not fully supported bullish expectations. While the recent network upgrade aimed to reduce transaction fees, it failed to provide the anticipated boost. ETH holders remain cautious amid large sell-offs in the $3,537 to $3,118 range, signaling a wait-and-see approach until profitability is assured. Encouragingly, the Net Unrealized Profit/Loss (NUPL) indicator remains positive, suggesting potential for renewed demand and a subsequent rally. With Ethereum's price hovering around $3,000, surpassing $3,500, it could signal a potential rally, contingent upon Bitcoin's price stability above $64,000. Nonetheless, recent fluctuations indicate the market's sensitivity to external factors, emphasizing the need for vigilance in navigating Ethereum's post-halving landscape. Furrever Token (FURR) Sets the Stage for a Whimsical Journey Beyond Traditional Blockchain! Furrever Token (FURR) emerges as a promising contender in the post-Bitcoin halving era, poised to carve out its niche in the crypto landscape. Unlike the plethora of serious blockchain projects dominating the industry, Furrever Token offers a refreshing and delightful experience by infusing the crypto space with an irresistible dose of cuteness. With a mission centered around the universal appeal of adorable kitties, Furrever Token aims to foster a whimsical and heartwarming crypto ecosystem where users can find joy and community engagement. Through a user-friendly platform adorned with cute cat imagery, stickers, emojis, and visuals, Furrever Token is set to revolutionize the crypto experience, creating a space where fun and enjoyment are paramount. The tokenomics of Furrever Token (FURR) further bolsters its potential for growth and adoption. With a total token supply of around 9 billion tokens, the project allocates 65% for the presale, 25% for DEXs, and 10% for the team, locked for a year to reassure the community of project longevity. Already having raised over $890,000 and nearing the completion of stage 7 out of 10 in its presale, Furrever Token aims to raise $1.9M before its launch on DEX (PancakeSwap). With a current price of $0.000564 and the potential for up to 15X returns, Furrever Token presents an attractive investment opportunity. Is Furrever Token (FURR) Legit? Furrever Token (FURR) boasts legitimacy and transparency measures that instill trust within the community. With a smart contract audited by Securi Lab and an active team committed to organic growth and legitimate engagement, Furrever Token stands as a beacon of community-driven innovation. The team's dedication is evident through their active presence on Telegram, with nearly 4k organic members and swift resolution of community issues. Furrever Token's journey toward mainstream adoption epitomizes the potential for a lighter, more enjoyable, and community-centric future in the crypto sphere. It's crucial for community members to exercise caution and only trust information from official channels accessible via www.furrevertoken.com and emails originating from support@furrevertoken.com. Discover the Most Exclusive Presale Opportunity of 2024 Now: Furrever Token Official Website  |   Visit Furrever Token Presale Join Official Telegram Group       |   Follow Official X Account This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here. The long-awaited Bitcoin halving event has finally occurred, marking a significant milestone in the cryptocurrency world. As anticipated, Bitcoin (BTC) and Ethereum (ETH) have experienced a minor decrease following the halving, a phenomenon often observed in the aftermath of this historic event. However, amidst this market fluctuation, Furrever Token (FURR) stands out as it approaches the conclusion of its 7th stage presale within a week. While the behemoths of the crypto realm navigate through their post-halving adjustments, Furrever Token continues to gather momentum, captivating the attention of investors and enthusiasts with its unique approach and imminent launch on the DEX (PancakeSwap). Furrever Token (FURR) crypto Bitcoin Post-Halving: Navigating Short-Term Corrections Towards Long-Term Bullishness Bitcoin Post-Halving: Navigating Short-Term Corrections Towards Long-Term Bullishness The fourth-ever Bitcoin halving on April 20 has ignited discussions about the potential for the "most bullish" Bitcoin cycle yet. Sukhveer Sanghera, CEO of Earth Wallet, points to historical chart patterns combined with the emergence of spot Bitcoin exchange-traded funds (ETFs) as key indicators for this optimism. Despite a 5.6% decline on the weekly chart, Bitcoin has surged over 50% since the start of 2024, albeit with a modest 2.85% increase in the past month. However, the current price of around $63,937.13 reflects a 1.5% decrease since yesterday. While halvings historically precede short-term corrections, analysts like Temujin Louie of Wanchain suggest that breaking the $65,000 resistance could signal the end of the current drawdown and lead to rapid increases, potentially surpassing $100,000. Nevertheless, the recent decline in net inflows to U.S. spot Bitcoin ETFs during the halving week has stirred temporary market concerns. With over 835,000 BTC collectively amassed by these ETFs, representing 4.24% of the current Bitcoin supply, the narrative around Bitcoin's bullish trajectory remains intact. As institutional and retail investors gear up for potential new money inflows, Bitcoin's resilience in the face of short-term fluctuations continues to underscore its long-term bullish prospects. Ethereum's Post-Bitcoin Halving Landscape: Navigating ETF Speculations and Price Dynamics Ethereum's Post-Bitcoin Halving Landscape: Navigating ETF Speculations and Price Dynamics With Ethereum (ETH) trading around $3,067.28, experiencing a 1% decrease since yesterday, the Ethereum community eagerly awaits key decisions regarding potential Ethereum exchange-traded funds (ETFs). Notably, the imminent decision date of May 23 looms large, as the SEC is expected to announce its stance on spot Ethereum ETFs. Initial expectations lean towards ETF rejections, supported by recent regulatory actions and the absence of discussions with issuers. However, the real significance lies in decisions expected in July and August regarding applications from BlackRock and Fidelity. Yet, excessive negativity in potential rejection statements could affect pending applications, underscoring the importance of balanced communications. Despite initial optimism earlier this year, fueled by Bitcoin's approval and anticipated interest surge in Ether, current market dynamics have not fully supported bullish expectations. While the recent network upgrade aimed to reduce transaction fees, it failed to provide the anticipated boost. ETH holders remain cautious amid large sell-offs in the $3,537 to $3,118 range, signaling a wait-and-see approach until profitability is assured. Encouragingly, the Net Unrealized Profit/Loss (NUPL) indicator remains positive, suggesting potential for renewed demand and a subsequent rally. With Ethereum's price hovering around $3,000, surpassing $3,500, it could signal a potential rally, contingent upon Bitcoin's price stability above $64,000. Nonetheless, recent fluctuations indicate the market's sensitivity to external factors, emphasizing the need for vigilance in navigating Ethereum's post-halving landscape. Furrever Token (FURR) Sets the Stage for a Whimsical Journey Beyond Traditional Blockchain! Furrever Token (FURR) Sets the Stage for a Whimsical Journey Beyond Traditional Blockchain! Furrever Token (FURR) emerges as a promising contender in the post-Bitcoin halving era, poised to carve out its niche in the crypto landscape. Unlike the plethora of serious blockchain projects dominating the industry, Furrever Token offers a refreshing and delightful experience by infusing the crypto space with an irresistible dose of cuteness. With a mission centered around the universal appeal of adorable kitties, Furrever Token aims to foster a whimsical and heartwarming crypto ecosystem where users can find joy and community engagement. Through a user-friendly platform adorned with cute cat imagery, stickers, emojis, and visuals, Furrever Token is set to revolutionize the crypto experience, creating a space where fun and enjoyment are paramount. Furrever Token (FURR) The tokenomics of Furrever Token (FURR) further bolsters its potential for growth and adoption. With a total token supply of around 9 billion tokens, the project allocates 65% for the presale, 25% for DEXs, and 10% for the team, locked for a year to reassure the community of project longevity. Already having raised over $890,000 and nearing the completion of stage 7 out of 10 in its presale, Furrever Token aims to raise $1.9M before its launch on DEX (PancakeSwap). With a current price of $0.000564 and the potential for up to 15X returns, Furrever Token presents an attractive investment opportunity. Is Furrever Token (FURR) Legit? Is Furrever Token (FURR) Legit? Furrever Token (FURR) boasts legitimacy and transparency measures that instill trust within the community. With a smart contract audited by Securi Lab and an active team committed to organic growth and legitimate engagement, Furrever Token stands as a beacon of community-driven innovation. The team's dedication is evident through their active presence on Telegram, with nearly 4k organic members and swift resolution of community issues. Furrever Token's journey toward mainstream adoption epitomizes the potential for a lighter, more enjoyable, and community-centric future in the crypto sphere. It's crucial for community members to exercise caution and only trust information from official channels accessible via www.furrevertoken.com and emails originating from support@furrevertoken.com . www.furrevertoken.com support@furrevertoken.com Discover the Most Exclusive Presale Opportunity of 2024 Now: Discover the Most Exclusive Presale Opportunity of 2024 Now: Furrever Token Official Website | Visit Furrever Token Presale Furrever Token Official Website Visit Furrever Token Presale Join Official Telegram Group | Follow Official X Account Join Official Telegram Group Follow Official X Account This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here. This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here. This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here . here

The Latest in Cryptocurrency: Bitcoin's Recovery, Ethereum's Surge,and Furrever Token (FURR)'s Shine

ক্রিপ্টোকারেন্সিতে সর্বশেষ: বিটকয়েনের পুনরুদ্ধার, ইথেরিয়ামের ঢেউ, এবং ফুরেভার টোকেন (এফইউআরআর) এর শাইন

Das Neueste in Sachen Kryptowährungen: Bitcoins Erholung, Ethereums Aufschwung und der Glanz des Furrever Token (FURR)

Lo último en criptomonedas: la recuperación de Bitcoin, el aumento de Ethereum y el brillo de Furrever Token (FURR)

Les dernières nouveautés en matière de crypto-monnaie : la récupération de Bitcoin, la montée en puissance d'Ethereum et l'éclat de Furrever Token (FURR)

क्रिप्टोकरेंसी में नवीनतम: बिटकॉइन की रिकवरी, एथेरियम का उछाल, और फुर्रेवर टोकन (FURR) की चमक

暗号通貨の最新情報: ビットコインの回復、イーサリアムの急上昇、そしてFurrever Token (FURR) の輝き

최신 암호화폐: 비트코인의 회복, 이더리움의 급증, Furrever Token(FURR)의 빛

O que há de mais recente em criptomoeda: recuperação do Bitcoin, aumento do Ethereum e brilho do Furrever Token (FURR)

Последние новости о криптовалюте: восстановление Биткойна, рост Эфириума и сияние токена Furrever (FURR)

Kripto Paralarda Son Gelişmeler: Bitcoin'in İyileşmesi, Ethereum'un Yükselişi ve Furrever Token (FURR)'ın Parlaması

Thông tin mới nhất về tiền điện tử: Sự phục hồi của Bitcoin, Sự tăng vọt của Ethereum và Sự tỏa sáng của Furrever Token (FURR)

加密货币的最新消息：比特币的复苏、以太坊的飙升以及 Furrever Token (FURR) 的光芒

Amidst the continuing decline in cryptocurrency markets, where stalwarts like Bitcoin and Ethereum face downward pressure, emerges a compelling narrative of resilience and dynamism embodied by Furrever Token (FURR). With a whimsical approach and an irresistible charm, FURR has captivated investors' hearts, amassing over $800,000 in funds within its presale stage alone. Remarkably, in just a month's time, FURR is on the cusp of completing its 6th stage, showcasing an unprecedented surge in momentum. As traditional heavyweights falter, Furrever Token stands tall, embodying the spirit of innovation and community-driven success in the cryptocurrency realm. Bitcoin Plummets as Spot ETFs React: BTC Dipped 10% Since Last Week Bitcoin's current price hovers around $64,569, marking a significant 10% decline since last week.  This trajectory, though not surprising, left many wondering about the underlying cause. The emergence of Spot Bitcoin ETFs post-Friday's close began pricing in the BTC price drop, while investors in crypto exchanges had already factored in heightened tensions due to Iran's attack. Despite dipping to $60,600 over the weekend, Spot Bitcoin ETF investors could only anxiously wait during the trading halt. However, with Blackrock ETFs alone accumulating nearly $600 million in trade volume within 1.5 hours, the recent decline in price coupled with increased volume suggests investors might be gearing up for sales. The extent of this exodus remains to be seen, but if ETF investors continue to perceive current prices as unattractive, the spot BTC price on exchanges may further dwindle. Within hours, Bitcoin's price plummeted from $66,800 to $64,200, with altcoins also witnessing a partial erosion of gains as ETFs sustained around a 3.5% loss. Ethereum's Rollercoaster: Up by 3%, Still Not Enough Ethereum has recently faced a significant downturn in its price, with bulls faltering around the $2,852 mark. This decline, resulting in a more than 10% drop, was swiftly followed by a rapid return above $3,000, currently facing numerous hurdles around $3,200. What levels should be monitored for Ethereum's price after this stage? Ethereum finds itself amidst a recovery wave stemming from the $2,550 support area. However, trading below $3,250 and the 100-hour Simple Moving Average, challenges persist. On the 4-hour ETH/USD chart, an ascending channel forms with resistance at $3,200. Nevertheless, if the pair holds above the $3,000 support zone, momentum may pick up. The recent decline was initiated by a major drop starting at the $3,550 resistance. With over 10% retracement, ETH dipped below $3,000, touching lows near $2,852 before undergoing a recovery akin to Bitcoin. Currently, it trades below $3,250 and the 100-hour SMA, forming an ascending channel with resistance at $3,200. The first significant resistance lies near $3,250, followed by $3,300, and a breakthrough could lead to testing $3,360. The critical barrier might be at $3,500, potentially igniting upward momentum toward $3,620. Failure to surpass $3,250 could instigate a new downtrend, with initial support around $3,080 and significant support below $3,000. Monitoring the $3,000 level is crucial for investors, as a breach could signal a broader downtrend, while surpassing $3,250 could bolster bullish control. Furrever Token (FURR): A Pawsitively Successful Presale Attracts a Huge Wave of Investors In a cryptocurrency landscape often characterized by seriousness and complexity, Furrever Token (FURR) emerges as a refreshing and delightful outlier. With its enchanting blend of cuteness and innovation, FURR has captivated the imagination of investors worldwide, amassing nearly $800,000 in just one month during its successful presale phase. The project's unique proposition goes beyond the traditional utility of cryptocurrencies, offering users an immersive experience centered around the universal appeal of adorable kitties. This charming approach has resonated deeply with investors seeking not only financial gains but also a sense of joy and community within the crypto space. FURR's success can be attributed to its commitment to creating a vibrant and engaging ecosystem. The platform, adorned with cute cat-themed stickers, emojis, and visuals, provides users with a user-friendly interface designed to enhance their experience. Moreover, FURR fosters a warm and friendly community where members share a common love for the lighter side of crypto. Regular challenges, launches, and growth initiatives encourage active participation, further solidifying the project's position as a community-driven endeavor. Furthermore, FURR offers investors the opportunity for up to 15X returns during the presale phase, with its current price standing at $0.00048. This enticing offer, combined with FURR's innovative approach and robust community engagement, positions the token as a promising investment opportunity in the dynamic cryptocurrency market. Additionally, FURR maintains a clear line of communication with its community through its official support channel at support@furrevertoken.com. Any correspondence from other email addresses should be disregarded to prevent potential scams or fraudulent activities. By prioritizing transparency, security, and innovation, FURR has carved a unique niche for itself and continues to shine brightly in the crypto landscape. Is Furrever Token (FURR) Legit? Despite its playful demeanor, FURR prioritizes security and compliance. The smart contract has undergone thorough audits to ensure the integrity and safety of transactions within the ecosystem. Additionally, the team's decision to lock their tokens for a year demonstrates their long-term commitment to the project and its community. This dedication to transparency and security instills confidence in investors and underscores FURR's legitimacy as a viable investment opportunity.Secure the Most Exclusive Presale Opportunity of 2024 Today!Furrever Token Official Website  |   Visit Furrever Token Presale Join Official Telegram Group       |   Follow Official X Account This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here. Amidst the continuing decline in cryptocurrency markets, where stalwarts like Bitcoin and Ethereum face downward pressure, emerges a compelling narrative of resilience and dynamism embodied by Furrever Token (FURR) . With a whimsical approach and an irresistible charm, FURR has captivated investors' hearts, amassing over $800,000 in funds within its presale stage alone. Remarkably, in just a month's time, FURR is on the cusp of completing its 6th stage, showcasing an unprecedented surge in momentum. As traditional heavyweights falter, Furrever Token stands tall, embodying the spirit of innovation and community-driven success in the cryptocurrency realm. Furrever Token (FURR) Furrever Token (FURR) Bitcoin Plummets as Spot ETFs React: BTC Dipped 10% Since Last Week Bitcoin's current price hovers around $64,569, marking a significant 10% decline since last week.  This trajectory, though not surprising, left many wondering about the underlying cause. The emergence of Spot Bitcoin ETFs post-Friday's close began pricing in the BTC price drop, while investors in crypto exchanges had already factored in heightened tensions due to Iran's attack. Despite dipping to $60,600 over the weekend, Spot Bitcoin ETF investors could only anxiously wait during the trading halt. However, with Blackrock ETFs alone accumulating nearly $600 million in trade volume within 1.5 hours, the recent decline in price coupled with increased volume suggests investors might be gearing up for sales. The extent of this exodus remains to be seen, but if ETF investors continue to perceive current prices as unattractive, the spot BTC price on exchanges may further dwindle. Within hours, Bitcoin's price plummeted from $66,800 to $64,200, with altcoins also witnessing a partial erosion of gains as ETFs sustained around a 3.5% loss. Ethereum's Rollercoaster: Up by 3%, Still Not Enough Ethereum has recently faced a significant downturn in its price, with bulls faltering around the $2,852 mark. This decline, resulting in a more than 10% drop, was swiftly followed by a rapid return above $3,000, currently facing numerous hurdles around $3,200. What levels should be monitored for Ethereum's price after this stage? Ethereum finds itself amidst a recovery wave stemming from the $2,550 support area. However, trading below $3,250 and the 100-hour Simple Moving Average, challenges persist. On the 4-hour ETH/USD chart, an ascending channel forms with resistance at $3,200. Nevertheless, if the pair holds above the $3,000 support zone, momentum may pick up. The recent decline was initiated by a major drop starting at the $3,550 resistance. With over 10% retracement, ETH dipped below $3,000, touching lows near $2,852 before undergoing a recovery akin to Bitcoin. Currently, it trades below $3,250 and the 100-hour SMA, forming an ascending channel with resistance at $3,200. The first significant resistance lies near $3,250, followed by $3,300, and a breakthrough could lead to testing $3,360. The critical barrier might be at $3,500, potentially igniting upward momentum toward $3,620. Failure to surpass $3,250 could instigate a new downtrend, with initial support around $3,080 and significant support below $3,000. Monitoring the $3,000 level is crucial for investors, as a breach could signal a broader downtrend, while surpassing $3,250 could bolster bullish control. Furrever Token (FURR): A Pawsitively Successful Presale Attracts a Huge Wave of Investors In a cryptocurrency landscape often characterized by seriousness and complexity, Furrever Token (FURR) emerges as a refreshing and delightful outlier. With its enchanting blend of cuteness and innovation, FURR has captivated the imagination of investors worldwide, amassing nearly $800,000 in just one month during its successful presale phase. The project's unique proposition goes beyond the traditional utility of cryptocurrencies, offering users an immersive experience centered around the universal appeal of adorable kitties. This charming approach has resonated deeply with investors seeking not only financial gains but also a sense of joy and community within the crypto space. Furrever Token (FURR) Furrever Token (FURR) FURR's success can be attributed to its commitment to creating a vibrant and engaging ecosystem. The platform, adorned with cute cat-themed stickers, emojis, and visuals, provides users with a user-friendly interface designed to enhance their experience. Moreover, FURR fosters a warm and friendly community where members share a common love for the lighter side of crypto. Regular challenges, launches, and growth initiatives encourage active participation, further solidifying the project's position as a community-driven endeavor. Furthermore, FURR offers investors the opportunity for up to 15X returns during the presale phase, with its current price standing at $0.00048. This enticing offer, combined with FURR's innovative approach and robust community engagement, positions the token as a promising investment opportunity in the dynamic cryptocurrency market. Additionally, FURR maintains a clear line of communication with its community through its official support channel at support@furrevertoken.com. Any correspondence from other email addresses should be disregarded to prevent potential scams or fraudulent activities. By prioritizing transparency, security, and innovation, FURR has carved a unique niche for itself and continues to shine brightly in the crypto landscape. Is Furrever Token (FURR) Legit? Despite its playful demeanor, FURR prioritizes security and compliance. The smart contract has undergone thorough audits to ensure the integrity and safety of transactions within the ecosystem. Additionally, the team's decision to lock their tokens for a year demonstrates their long-term commitment to the project and its community. This dedication to transparency and security instills confidence in investors and underscores FURR's legitimacy as a viable investment opportunity. Secure the Most Exclusive Presale Opportunity of 2024 Today! Furrever Token Official Website | Visit Furrever Token Presale Join Official Telegram Group | Follow Official X Account Furrever Token Official Website Furrever Token Official Website Visit Furrever Token Presale Visit Furrever Token Presale Join Official Telegram Group Join Official Telegram Group Follow Official X Account Follow Official X Account This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here. This story was distributed as a release by ZEX MEDIA under HackerNoon’s Brand As An Author Program. Learn more about the program here . here

Furrever Token (FURR) Shines Amidst Cryptocurrency Market Turmoil with $800K Presale Success

Furrever টোকেন (FURR) $800K প্রিসেল সাফল্যের সাথে ক্রিপ্টোকারেন্সি মার্কেটের অশান্তির মধ্যে উজ্জ্বল

Furrever Token (FURR) glänzt inmitten der Turbulenzen auf dem Kryptowährungsmarkt mit einem erfolgreichen Vorverkauf von 800.000 US-Dollar

Furrever Token (FURR) brilla en medio de la agitación del mercado de criptomonedas con un éxito de preventa de $800,000

Furrever Token (FURR) brille au milieu de la tourmente du marché des crypto-monnaies avec un succès de prévente de 800 000 $

क्रिप्टोकरंसी बाजार में उथल-पुथल के बीच फुर्रेवर टोकन (FURR) ने $800K की प्री-सेल सफलता के साथ चमक बिखेरी

ファーリバートークン（FURR）は、暗号通貨市場の混乱の中で、80万ドルのプレセールの成功で輝きを放つ

Furrever Token (FURR)은 $800,000 사전 판매 성공으로 암호화폐 시장 혼란 속에서 빛을 발합니다.

Furrever Token (FURR) brilha em meio à turbulência do mercado de criptomoedas com sucesso na pré-venda de US$ 800 mil

Токен Furrever (FURR) сияет на фоне потрясений на криптовалютном рынке с успехом предпродажи на сумму 800 тысяч долларов

Furrever Token (FURR), Kripto Para Piyasasındaki Kargaşanın Ortasında 800 Bin Dolarlık Ön Satış Başarısıyla Parlıyor

Mã thông báo Furrever (FURR) tỏa sáng giữa sự hỗn loạn của thị trường tiền điện tử với thành công bán trước 800 nghìn đô la

Furrever Token (FURR) 在加密货币市场动荡中大放异彩，预售成功达 80 万美元

The crypto market has emerged from a grueling winter, with only the most resilient and innovative startups like Dione Protocol surviving the storm. While over 1500 projects faltered, the remaining players have honed their offerings, strengthened their fundamentals, and refined their marketing strategies. As confidence returns, marketing efforts are revving up, attracting new investors, and reinvigorating interest in the space. With a renewed focus on substance over hype, the crypto outlook is decidedly positive: Bitcoin has risen 30% in 2024, Ethereum's price has doubled, and a recent report by CoinMarketCap shows that the user base has grown 80% since 2023, with daily active wallets surpassing 1 million. As the cream rises to the top, Dione Protocol is poised to shine, leveraging this revitalized landscape to drive growth and deliver on the promise of blockchain technology, such as their innovative solution for decentralized energy trading. Dione Protocol's cryptocurrency, DIONE, has seen a remarkable price surge of 120% in the past quarter, outperforming Bitcoin's 20% growth and Ethereum's 35% increase. Trading volume has skyrocketed by 300%, exceeding $1 million daily, and its market capitalization has broken through the $35 million barrier. Key drivers of this growth include the successful launch of the $DIONE  token on ERC20 the integration of decentralized governance mechanisms, and partnerships with prominent DeFi and energy companies like IBC Solar, Energiekreislauf GmbH, Green Energy, Hacken, and SGEC. With a strong roadmap ahead and a focus on scalability, security, and usability, Dione Protocol is positioning itself as a top contender in the cryptocurrency market, rivaling established players like Bitcoin and Ethereum. A Lookback at Dione Protocol's Journey In the fast-paced realm of decentralized finance, Dione Protocol has emerged as a groundbreaking force, successfully navigating the complex crypto winter for over two years. Since its inception, the protocol has embarked on a journey marked by innovation, strategic evolution, and a commitment to reshaping the future of decentralized financial ecosystems. Renowned for its mission to democratize green energy, the company has demonstrated a track record of delivering on milestones. As we delve into the intricacies of the Dione Protocol's trajectory, this article seeks to unravel the layers of its narrative, placing a particular spotlight on the pivotal Odyssey campaign that might play a defining role in shaping the protocol's identity and impact as we transition to a bull market. We will delve into the pivotal developments, team dynamics, challenges, and strategic decisions that position Dione Protocol as a prominent player in the evolving landscape of decentralized finance. Dione's Vision: Revolutionizing the Energy Sector Dione Protocol is reshaping the global energy sector, targeting its 90% deviation from essential decarbonization. Operating on an EVM-compatible L1 blockchain, Dione introduces an incentivized energy trading economy, empowering users to become prosumers and actively contribute to a decentralized, sustainable future. Aligned with its mission, Dione reduces the global carbon footprint and facilitates the transition from users to prosumers. Overcoming entry barriers, individuals establish energy businesses, generating and selling electricity to the grid. The protocol's innovative approach includes smart contracts, a self-governing ecosystem, and global fundraising opportunities for utilities through token launches. Prioritizing visibility, privacy, and security, Dione adopts a hybrid blockchain with access control, ensuring transparency and commitment to sustainability. From an ERC20 token, Dione evolves into its blockchain, Odyssey, enhancing efficiency and security while using renewable energy. Beyond technology, Dione actively partners with renewable energy firms, piloting solar-centric energy communities. Committed to transparency and collaboration, Dione faces challenges head-on, advancing towards a greener, more sustainable future. Dione's Ecosystem: Powering the Future of Energy Trading Dione's ecosystem, with Nebra, Odyssey, and Orion, reflects a comprehensive vision for a sustainable and innovative future in energy trading. Nebra by Dione: The Green Energy Marketplace Nebra, a decentralized energy trading platform, operates on the Dione Protocol blockchain. Inspired by the Nebra Sky, it connects energy producers and consumers in a peer-to-peer network, enabling direct energy sales and significant cost savings by bypassing traditional energy grids. Odyssey: The Next Generation Blockchain Odyssey stands as the cornerstone of Dione Protocol's ecosystem, heralding a transformative era of eco-friendly and sustainable blockchain technologies. This pivotal blockchain marks the evolution from an initial ERC20 token to a full-fledged blockchain platform, epitomized by Odyssey. This transition not only elevates operational efficiency and security but also underscores the commitment to utilizing renewable energy sources, aligning seamlessly with Dione Protocol's mission to revolutionize decentralized energy trading and contribute to a greener, more sustainable future. Orion: Remote Validators Powered by Starlink Developed by Dione Protocol, Orion is a remote validator immune to doomsday events, powered by renewable energy. Integrated with Starlink for unparalleled connectivity and equipped with solar panels, Orion is the first climate net-positive blockchain, operating seamlessly in remote locations. Dione Protocol, underpinned by an EVM-compatible L1 blockchain-inspired by Avalanche, sets a new standard for the energy sector. The Dione Protocol boasts several key features that position it ahead of competitors in the market: Higher Throughput and Enhanced Scalability: Achieving over 5,000 transactions per second on the L1 chain, Dione Protocol prioritizes both throughput and scalability. With subnets, near-instant finality, optimized code, and a unique consensus mechanism, the network can scale to hundreds and thousands of nodes without compromise. Better Data Privacy and Transaction Security: Embracing a multi-chain hybrid architecture, Dione ensures data privacy through L0 communication chains. The network achieves near-instant finality for transactions, enhances security by eliminating the longest-chain rule, and validates all transactions as part of the consensus mechanism. Lower Transaction Fees and Lower Carbon Footprint: Transaction fees automatically adjust based on network throughput, providing a fair balance between benefits to senders and incentives for validators. Leveraging Proof of Stake consensus, the Dione Protocol maintains a lower carbon footprint and introduces rewards for node operators using renewable energy. Friendly Explorer and Green Certificate Program: Dione's Explorer transforms user experience with additional tags for wallet categorization. A Green Certificate program allows public verification of certificates issued to energy providers, promoting transparency. Certificates are also visible on Nebra, Dione's energy trading marketplace. How Dione Protocol's Market Capitalization Provides a Solid Foundation for Future Growth With an impressive market capitalization exceeding $40 million, Dione Protocol boldly stands among the top 500 cryptocurrency projects. In the vast crypto landscape totaling over $1640 billion, where stalwarts like Bitcoin command over 50%, Dione Protocol distinguishes itself from fading contenders like Bitcoin Cash and Litecoin, witnessing declines of over 50% in the past year. In stark contrast, Dione Protocol's solid market capitalization, fortified by a resilient roadmap and innovative features such as security and efficiency, positions it for sustained growth and a secure market standing. Focused on scalability and user-friendliness, Dione Protocol aims to carve a larger niche in the expanding cryptocurrency market. The substantial market capitalization acts as a catalyst, propelling adoption and fostering innovation. As the cryptocurrency space evolves, Dione Protocol's strategic position and unwavering commitment to growth are amplified by the exceptional talent of its dedicated team. Together, this synergy creates a powerful force poised to lead the industry into a future defined by prosperity, innovation, and value for its holders. As we delve into the exceptional individuals steering Dione's course, their expertise and dedication further underscore the protocol's potential for market leadership and sustained success. Unlocking Excellence: The Dione Dream Team In the realm of groundbreaking projects, Dione Protocol stands out not just for its revolutionary vision but also for the exceptional team that makes it a reality. This team of trailblazers has not only delivered on their promised roadmap but has consistently demonstrated unparalleled talent, driving Dione's success. Let's meet the extraordinary individuals who embody the Dione dream: Unknown: The identity of the CEO who has created this mastermind and spoken cryptic languages that only a few in the space resonate with is still unknown. Brandon Kokoski - Vice President: With over 5 years of business experience in Fitness and Marketing, Brandon leads the charge at Dione, bringing invaluable expertise to the team Maxim Prishchepo - CTO / Head of Blockchain: Former lead developer at Fantom, Maxim boasts more than 7 years of blockchain experience and thrives on tackling complex projects. Jacob Smith - Head of Website Development: A seasoned web developer with over 10 years of experience, Jacob leads the charge in crafting Dione's digital presence. Yitzy Hammer - Legal Advisor: A tech advisory veteran with a decade of experience, Yitzy has been a crypto figure since 2016, a podcast host, and a globally renowned tech speaker. Azeem Saifi - Senior Development Manager: A visionary in hybrid blockchain architecture, Azeem has contributed to projects spanning the metaverse, indexes, debt financing, gaming, and real estate. Stefan Kermer - Business Development Manager: With a PhD in Energy Economics and a background in engineering and law from London Business School, Stefan spearheads business development at Dione. Hristo Piyankov - Head of Data Science: Lead economist and founder of , Hristo boasts a wealth of experience with over 200 projects in tokenomics consulting. FinDaS.org The Dione team combines diverse expertise, unwavering commitment, and a shared passion for revolutionizing the energy sector. Each member plays a crucial role in driving Dione's success and ensuring a sustainable and decentralized future.

Dione Protocol Shines as Crypto Winter Thaws: Paving the Way for Green Energy Revolution

ডিওন প্রোটোকল ক্রিপ্টো উইন্টার গলানোর মতো উজ্জ্বল: সবুজ শক্তি বিপ্লবের পথ প্রশস্ত করা

Das Dione-Protokoll glänzt, während der Krypto-Winter auftaut: Wegbereiter für die Revolution der grünen Energie

El protocolo Dione brilla mientras el criptoinvierno se derrite: allanando el camino para la revolución de la energía verde

Le protocole Dione brille alors que la crypto-hiver dégèle : ouvrant la voie à la révolution de l’énergie verte

डायोन प्रोटोकॉल क्रिप्टो विंटर थाव्स के रूप में चमकता है: हरित ऊर्जा क्रांति का मार्ग प्रशस्त करता है

仮想通貨の冬が解けるにつれてディオンプロトコルが輝く：グリーンエネルギー革命への道を開く

Dione 프로토콜은 암호화폐 겨울 해동으로 빛을 발합니다: 녹색 에너지 혁명을 위한 길을 닦습니다

Protocolo Dione brilha enquanto o inverno criptográfico descongela: abrindo caminho para a revolução da energia verde

Протокол Dione сияет по мере оттепели криптовалютной зимы: прокладывая путь к революции в области зеленой энергетики

Kripto Kışının Çözülmesiyle Dione Protokolü Parlıyor: Yeşil Enerji Devriminin Yolu Hazırlanıyor

Giao thức Dione tỏa sáng khi mùa đông tiền điện tử tan băng: Mở đường cho cuộc cách mạng năng lượng xanh

Dione 协议在加密货币寒冬解冻中大放异彩：为绿色能源革命铺平道路

With Bumper now operational on Arbitrum, we can access real data, allowing us to aggregate and interpret position information and protocol performance. This shift from simulated to real data provides tangible validation of Bumper’s performance, especially in light of recent market fluctuations caused by the announcement. Bitcoin ETF ‍ TLDR; Bitcoin saw a 17% drop during the ETF announcement period Bumper-hedged position premiums cost an average of 0.1% of position size (5% annualized) This cost was 96% cheaper than observed put options premiums (via Deribit) for equivalent positions Bumper users saw, on average, a 9% price drop over the period of their hedge position. But the value of their position only dropped 1% as they were protected at a 99% floor. ‍ BTC ETF Announcement Impact The long-anticipated approval of a Bitcoin ETF by the SEC created significant speculation and volatility in the crypto market. On 11 January 2024, the SEC finally approved multiple spot Bitcoin ETF filings after a little commotion caused by a ‘hacked’ X account announcement. In our pre-announcement , we discussed two strategies for hedging wBTC with Bumper, recognizing the uncertainty as an opportune moment for crypto holders to safeguard their assets against potential losses. Trading Chat Livestream ‍ Bumpering your assets As it turned out, opening a hedging position with Bumper proved a very wise trading decision, as the subsequent drop in Bitcoin's value justified the need for such risk management tools. Before the official announcement, Bitcoin surged to nearly $48,000, settling to just above $46,000 post-ETF approval. Despite expectations of increased mainstream capital, Bitcoin hovered around $43,000 before falling closer to $41,000. The market volatility triggered nearly $20 million in liquidations, with the majority stemming from long positions. Over the seven days following the high, Bitcoin’s price fell 17%, placing Bumper Taker positions opened at the high and with a price floor above 85% in a position to claim USDT. Thereby outperforming the market and either rebuying at the lower price or strategizing their next move. ‍ Protocol Performance Throughout this period, the protocol remained solvent with a stable TVL, excluding any deposits and closures. This reaffirms the protocol’s ability to rebalance as expected. Rebalancing of the protocol is a critical process that ensures the stability and efficiency of the system by dynamically adjusting the liquidity between the Taker and Maker pools. This process is designed to respond to market conditions and internal liquidity demands, maintaining a balance that minimizes costs and maximizes yields. ‍ Position Data Evidence from the Bumper Community has shown that several users took advantage of the drop, including our . Examining the protocol position data reveals several positions below, which were opened close to the top of the market. Bumper Intern See full position data ‍ The above data shows that users paid an average premium of 0.1% based on their position size (4.96% annualized). Across the period, users saw an average of 9.12% drop in price. To have paid a 0.1% premium over this period makes Bumper an incredibly efficient method to protect from downside volatility. It’s worth noting that higher floors will see higher premiums, so given the nature of the drop, these premiums could have been reduced even further. The above data shows that users paid an average premium of 0.1% based on their position size (4.96% annualized). Across the period, users saw an average of 9.12% drop in price. To have paid a 0.1% premium over this period makes Bumper an incredibly efficient method to protect from downside volatility. It’s worth noting that higher floors will see higher premiums, so given the nature of the drop, these premiums could have been reduced even further. ‍ Comparison with Put Options As a tool to manage volatility, Put Options stand out as the most comparable to Bumper. As the leading crypto options exchange, we used Deribit to compare premiums for equivalent positions. On 11 Jan 2024, there were 23 Put Options sold at a 7-day term and 99% floor level. For these positions on Deribit, the average annualized premia was 148%, with a minimum of 131% and a maximum of 160%. When comparing Deribit to Bumper, the premium for buying an equivalent Put Option would have been 2,883% (yes, nearly three thousand percent!) more expensive or better said as Bumper was 96% cheaper! ‍ Position Cost Summary With solid indicative numbers flowing through, it’s important to acknowledge that the protocol is still in its early days on Arbitrum mainnet and will continue to receive technical refinement to ensure a balance between competitive premiums for Takers and attractive yields for Makers. However, the compelling numbers strongly suggest that Bumper not only offers a novel approach to trading downside volatility but also proves to be a cost-effective solution compared to the cheapest market competitor out there. ‍ Future Opportunities Bumper's performance as a robust risk management tool positions it favorably for increased future use. Apart from incorporating Bumper into , upcoming events like the Bitcoin halving and a potential Ethereum ETF announcement in May present clear prospects for safeguarding against downside volatility. existing trading strategies In conclusion, Bumper not only stands as an efficient tool for present risk management but also holds promise for future market scenarios. The ongoing refinement and optimization efforts indicate a commitment to maintaining its effectiveness in the ever-evolving landscape of crypto trading. ‍ Any information provided on this website/publication is for general information purposes only and does not constitute investment advice, financial advice, trading advice, recommendations, or any form of solicitation. ﻿No reliance can be placed on any information, content, or material stated on this website/publication. Accordingly, you must verify all information independently before utilizing the Bumper protocol, and all decisions based on any information are your sole responsibility, and we shall have no liability for such decisions.﻿ ﻿Conduct your own due diligence and consult your financial advisor before making any investment decisions. Visit our website for full . Disclaimer: terms and conditions Also published . here

Bumper Shines in Bitcoin ETF Fallout: Bumper’s Hedging Premia Compared to Options

বিটকয়েন ইটিএফ ফলআউটে বাম্পার উজ্জ্বল: বিকল্পগুলির তুলনায় বাম্পার হেজিং প্রিমিয়া

Bumper glänzt im Bitcoin-ETF-Fallout: Bumpers Absicherungsprämien im Vergleich zu Optionen

Bumper brilla en las consecuencias de los ETF de Bitcoin: las primas de cobertura de Bumper en comparación con las opciones

Bumper brille dans Bitcoin ETF Fallout : primes de couverture de Bumper par rapport aux options

बिटकॉइन ईटीएफ फॉलआउट में बंपर चमक: विकल्पों की तुलना में बंपर का हेजिंग प्रीमियम

バンパーはビットコインETFフォールアウトで輝く：オプションと比較したバンパーのヘッジプレミアム

범퍼는 비트코인 ETF 낙진에서 빛을 발합니다: 옵션과 비교한 범퍼의 헤징 프리미엄

Bumper brilha no Bitcoin ETF Fallout: prêmios de hedge do Bumper em comparação com opções

Блестящий успех в последствиях биткойн-ETF: премии за хеджирование по сравнению с опционами

Bitcoin ETF Serpintisinde Tampon Parlıyor: Opsiyonlarla Karşılaştırıldığında Tamponun Riskten Korunma Primi

Sự bùng nổ bội thu trong sự sụp đổ của Bitcoin ETF: Phí bảo hiểm rủi ro bội thu so với các quyền chọn

Bumper 在比特币 ETF 的影响中大放异彩：与期权相比，Bumper 的对冲溢价

Authors: (1) Herbie Bradley, CarperAI, CAML Lab, University of Cambridge & EleutherAI; (2) Andrew Dai, Aleph Alpha; (3) Hannah Teufel, Aleph Alpha; (4) Jenny Zhang, 5Department of Computer Science, University of British Columbia & Vector Institute; (5) Koen Oostermeijer, Aleph Alpha; (6) Marco Bellagente, Stability AI; (7) Jeff Clune, Department of Computer Science, University of British Columbia, Vector Institute & Canada CIFAR AI Chair; (8) Kenneth Stanley, Maven; (9) Grégory Schott, Aleph Alpha; (10) Joel Lehman, Stochastic Labs. 4 EXPERIMENTS ON CREATIVE WRITING DOMAIN 4.1 SETUP: OPINION WRITING, SHORT STORIES To demonstrate the versatility of QDAIF in different applications of creative text evolution, we evaluated QDAIF on these domains: Opinions, and Stories. The Opinions domain is focused on generating diverse, realistic pieces about one’s opinions on eating vegetables and plant-based foods - the diversity measure is based on the sentiment of opinions on this topic (e.g. shown in example texts in the Figure 2 overview). For the Stories domain, the topic is about a short story, containing two characters: a spy, and a politician. The diversity of stories is evaluated using a variety of measures based on AI Feedback, with the main ones being: Stories - Genre (Romance vs Horror) (1D archive), Stories - Ending (Happy vs Tragic) (1D archive), and Stories - Genre and Ending (2D archive). These domains capture the strengths and limitations of all methods, ranging from simple (Opinions) to challenging (Stories - Genre and Ending). We show in Figure 1 that the 2D domain is challenging, yet QDAIF still outperforms the baseline in filling the archive with diverse, high-quality stories. The AI feedback prompts are outlined in Appendix A.23. To assess the performance of methods in creative writing generation, we compute QD scores (Pugh et al., 2016), a standard metric used to measure the quality-diversity of the discovered corpus of texts. A QD score is defined as the sum of the highest quality values found in each bin. To understand the alignment between AI and human feedback for practical applications in QDAIF, we conducted a human evaluation study on selected elite samples from each method (chosen from the median QD score run out of 5 random seed runs). Using a Likert scale (Allen & Seaman, 2007) for quality assessment, we evaluate the capability of each method to produce a collection of diverse, high-quality texts. To do so we calculate a “human” QD score, defined as the sum of quality scores given for all diversity categories identified by the annotator within the set. Furthermore, to understand how closely AI feedback aligns with human perspectives on subjective evaluation, we measured the agreement rates between human annotators and AI and between two human annotators. Details of the human study are specified in Appendix A.1, demonstrating the validity and advantages of AI feedback in generating human-like feedback on subjective quality and diversity measures. Evaluation. 4.2 COMPARISONS BETWEEN QDAIF AND BASELINES To evaluate the strengths and limitations of QDAIF in generating high-quality and diverse creative writing texts, we compared our method against the following baseline methods: • Fixed-Few-Shot: Use a fixed few-shot prompt (cf. Appendix A.21) to sample many completions for creative domain texts (i.e. no iterative search). • Shuffling-Few-Shot: Shuffle the in-context examples of Fixed-Few-Shot prompt, before sampling the completion from this prompt. • Random-Search: Create a prompt pool of examples (initialized from examples in Appendix A.21), add all completions from few-shot prompting to the pool, and choose fewshot examples from the growing pool (without pool size limit). • LMX, Quality-Only: Maintain a pool as in Random-Search, but only up to 100 highestquality completions (as evaluated by AI Feedback) are kept in the pool (i.e. iterative search focused only on quality). Single-objective LMX as in Meyerson et al. (2023). We choose a variety of baselines, some highlighting representative alternative approaches (e.g. fewshot prompting), and ablations of QDAIF, to validate our algorithmic choices. For example, FixedFew-Shot and Shuffling-Few-Shot enable the generation of different texts (relying on stochastic sampling), while being constrained to the output distribution of the fixed set of in-context examples. Random-Search and LMX, Quality-Only are methods where the (prompt) pool of examples that we can sample from grows in size, starting from an initial pool. In contrast to QDAIF, RandomSearch is limited by the lack of constraints in the prompt pool, especially in maintaining the quality of the growing pool through evaluation. LMX, Quality-Only adds a quality-based evaluation step with AI feedback that optimizes the quality of texts in the pool over time to contain only texts with high quality scores, but is not designed to encourage diversity in texts in comparison to QDAIF. For each domain and baseline described above, we recorded runs for 2000 iterations, repeated with 5 different random seeds. To enable comparisons with baselines, AI feedback is used to compute the quality and diversity measures for all iteration outputs. Similar to QDAIF, the baseline methods use hand-written examples in Appendix A.21, either in a fixed prompt or as the initial prompt pool. We report results comparing the QD score performance for the different methods of generating creative writing texts in Figure 3. We computed the mean, and the bootstrapped 95% confidence intervals (CI) from 100k resamples, across 5 random seeds of runs. We noticed that QDAIF achieves significantly better QD scores than all baseline methods in Opinions and Stories. The broader range of texts generated by QDAIF is also evident qualitatively. For example, in the Stories - Genre and Ending domain, while the baseline methods deliver straightforward and more predictable stories of how the spy "pulled out a knife and stabbed [the politician] to death", QDAIF generates a more dramatic story of how the spy "transformed into the monster and killed everyone". Random-Search is the worst-performing method overall, with significantly lower QD score performance in Opinions and Stories - Genre compared to the best-performing baselines. Interestingly, LMX, Quality-Only does not significantly outperform the methods using a fixed population prompt pool (Fixed-Few-Shot and Shuffling-Few-Shot). On Stories - Genre, LMX, Quality-Only is often weaker than Fixed-Few-Shot and Shuffling-Few-Shot. The results show that single-objective optimization cannot guide the search for diverse, high-quality texts alone. Furthermore, we found that QDAIF outperforms other (diversity-seeking baselines), as well as extensions of those baselines with quality filters, becoming more similar to QDAIF (cf. Appendix A.8). Performance Comparison. We report the results of the human study comparing QDAIF and baseline samples in Table 1. We observe that compared to baselines, QDAIF is competitive with or better at discovering diverse, high-quality texts in Opinions and Stories according to human feedback. QDAIF sets also showed high agreement between humans and AI feedback on the diversity categories of presented texts, as well as between two annotators, competitive with Fixed-Few-Shot. Although the average perceived quality of texts is better from Fixed-Few-Shot, this is not enough for bringing high-quality examples for different niches of outputs (i.e. higher QD score). Furthermore, Shuffling-Few-Shot demonstrates even lower human evaluation scores, despite the use of the same fixed set of hand-written seeds, indicating lower robustness due to the use of different ordering of few-shot examples. Prior work hints at the sensitivity of LMs to few-shot prompt ordering, with task-solving capabilities varying significantly due to this ordering (Lu et al., 2021). The gap in human-evaluated performance between Fixed-Few-Shot and Shuffling-Few-Shot indicates that reliance on fixed prompts is less likely to enable reliable search, in contrast to the robustness shown by QDAIF. Additionally, Random-Search and LMX, Quality-Only obtained even lower human evaluation scores, even though the methods either explore different prompts or optimize for the quality of texts. We provide a detailed discussion (for baseline methods) on findings from the subjective study of the discovered texts in Appendix A.15, as well as the qualitative behavior of the text search over time in Appendix A.16. Through guided evolutionary search, QDAIF surpasses all baseline methods in terms of computed QD score performance, and is competitive (or better) compared to baselines, according to human evaluation. Human Feedback Evaluation. 4.3 EXTENSIONS TO AI FEEDBACK AND MUTATION MODEL In addition to experiments with QDAIF described in previous sections, we investigated the effects on the performance due to variations of the method. We used larger versions of the LMX models (30B and 70B) for mutation, and compared it to the performance of the 13B model (default). While no relationship was found between model size and QD score, quality ratings from human feedback improved with outputs from larger models (described in detail in Appendix A.3). LMX Model Size. We compared the performance of QDAIF on the Stories - Genre domain when we prompted our AI feedback model for diversity measures given 2-shot, 4-shot, and 8-shot prompts. Using a higher number of few-shots led to improvements in human quality ratings of texts. Further discussion and results are highlighted in Appendix A.4. Few-Shot AI Feedback. Ideally, QDAIF would be simpler if it could be run without seed examples (e.g. requesting a story from an instruction-following LM). We investigated the potential of QDAIF when the solution population is initialized from zero-shot prompted generations, and evolved using LMX. Initial results on Opinions and Stories along with prior work discussion are shown in Appendix A.5, highlighting comparable performance in terms of QD score, with divergence observed in alignment with human preferences. We also find that QDAIF, in these domains, is robust to the mechanism of generating variation. Appendix A.6 describes an alternative mutation method (based on a more gradual few-shot replacement operation) that is more effective in some circumstances, although in general offers comparable performance. We provide a detailed discussion (for QDAIF methods) on findings from the subjective study of the discovered texts in Appendix A.13, as well as the qualitative behavior of the text search over time in Appendix A.14. Varying Initialization and Mutation Method. There may be many ways of leveraging LMs to generate variation (including finetuning models; see Appendix A.11), and this is an exciting avenue of future research. 4.4 EVOLVING SOLUTIONS THROUGH INSTRUCTION GUIDANCE This experiment explores scaling up QDAIF to a more capable model, GPT-4 (OpenAI, 2023), in the challenging task of generating poetry, highlighting how QDAIF will benefit from advances in model capabilities. The aim of the Poetry domain is to produce high-quality poems with varying genres and emotional tones, unrestricted by topic. Here, the MAP-Elites archive has two axes of diversity: genre and tone, and they are delineated using categorical labels. The genre axis has the labels "haiku", "sonnet", "ballad", "limerick", and "hymn", while the tone axis has the labels of "happy", "dark", "mysterious", "romantic", and "reflective". We created a new mutation operator, LMX-rewrite, for this domain, that leverages instruction-following to tell a model to translate a parent poem into an offspring with different diversity characteristics. To generate a new solution, we prompt GPT-4 to rewrite the selected poem into an inspired, different poem: Inspired by this poem, write a new poem of very high, award winning quality with a different poetic genre (format and form) and tone compared to the poem above. We used GPT-4 to determine the genre and tone of a poem and rate its quality. For quality, we prompt GPT-4 to Rate the quality of the above poem on a scale from 1 to 10. To determine the diversity attributes, we prompt GPT-4 to determine which genre or tone is the poem closest to. For example, to determine genre, we ask GPT-4: What genre is this poem closest to from the following list: ["haiku", "sonnet", "ballad", "limerick", "hymn"]? Appendix A.30 shows the full prompts and setup. We observed high consistency in GPT-4’s responses; across multiple LM calls, quality ratings for the same poem fluctuated by no more than a single point. We show qualitative examples of poems with their AI feedback evaluations in Appendix A.19. In this setup, all methods are run for 200 iterations, and QDAIF is benchmarked against the baseline, Random-Poems, as well as an ablation method, Fixed Seed Rewrite. Random-Poems simply generates 200 random poems. Fixed Seed Rewrite rewrites only the seed poem in Appendix A.30, without evolutionary search. We found that QDAIF achieves a higher QD score of 130 (CI: 118 - 145) in comparison to RandomPoems with 76 (CI: 67 - 85) and Fixed Seed Rewrite with 99 (CI: 72 - 117). We observed a similar trend (with a wider performance gap between QDAIF and other methods) when we used GPT-3.5-Turbo for the generation step instead of GPT-4 while keeping GPT-4 as the evaluator (cf. Appendix A.17). QDAIF was shown to have greater QD score performance than the other methods according to the Mann-Whitney U Test (p ≤ 0.05). Still, QDAIF with LMX-rewrite fails to discover solutions in some bins (e.g. limericks). For this, we can adapt QDAIF by adding guidance on the desired (randomly chosen) genre and tone for rewriting (LMX-guided). The performance of this method of QDAIF is on par with a Targeted-Poems approach (generating high-quality poems of randomly chosen genre and tone per step) in terms of QD score, and even better when using an older version of GPT-4 (cf. Appendix A.17). Furthermore, we found that the rewriting step is useful for generating poems that can meaningfully preserve inspiration from parent poems, enabling users to control with more nuance the outcomes of search, through approximating the iterative refinement typical of human creative processes (Stanley et al., 2017) (see Appendix A.18). Figure 4 highlights the potential of QDAIF with GPT-4, especially in controlling a set of solutions subjectively aligned with AI feedback labels. QDAIF is even demonstrated for practical applicability to a domain outside of creative writing, for solving coding problems (cf. Appendix A.20). Overall, results highlight that diversity suffers when prompting models without explicit diversity guidance (Renda et al., 2023; Friedrich et al., 2023; Kirk et al., 2023), and that evolution with a rewriting mutation operator can lead to more human-influenceable, diverse, and high-quality solutions. This paper is a under CC 4.0 license. vailable on arxiv

AI-Driven Creativity: QDAIF Shines in Generating Diverse and High-Quality Texts

The Story of Eva Once upon a time in a small village nestled amidst gentle hills, there lived a kind gardener named Eva. Eva had a deep passion for tending to plants and watching them thrive. She spent her days tending to her lush garden, which was well-known far and wide for its vibrant and colorful flowers. One day, as Eva was working in her garden, she stumbled upon an old bag of enchanted seeds. Unaware of their true power, she planted them in the fertile soil, curious to see what would grow. Little did she know, these seeds held a secret that would forever change her life and the life of the village. Days turned into weeks, and the seeds sprouted into majestic young trees. The sight of their lush green leaves filled Eva with joy. However, as the trees grew, they began to consume the sunlight and cast dark shadows over the once sunny village. The villagers grew worried as the trees swallowed the light that nourished their crops and filled their lives with warmth. They pleaded with Eva to fix the situation, but she didn't know how to control the growth of the magical trees. Full of remorse for her mistake, Eva turned to the village elder, known for his wisdom. The elder listened attentively to Eva's plight and pondered for a solution. He advised her to seek the wisdom of the ancient tree spirits. Eva embarked on a challenging journey deep into the heart of the forest, guided by her determination and the whispers of the wind. She discovered a hidden clearing where the ancient tree spirits resided, their branches reaching towards the heavens. Approaching the oldest tree, Eva explained her predicament and asked for guidance. The wise elder listened compassionately and told a tale of balance and harmony. Many centuries ago, the forest faced a similar dilemma. The trees grew so tall, blocking out the light and causing the forest floor to wither. The tree spirits had to make a difficult decision, trimming their branches and sacrificing some of their height so that sunlight could reach the forest floor and sustain life. Eva realized that her task was not to control the trees but to prune them with love and understanding. She returned to her village armed with the wisdom of the ancient tree spirits. Together with the villagers, they gently pruned the branches and shaped the trees so that sunlight could once again touch the earth. The village regained its vitality, and the bountiful harvest was restored. Word of Eva's teachings spread to neighboring villages, and she became known as the wise gardener who tamed the giants of the forest. People learned the importance of balance and harmony, understanding that even the strongest can exceed their limits without proper care. From that day on, Eva's garden flourished, as did the spirit of cooperation and respect in the hearts of the villagers. They now lived in harmony with nature, tending to both the land and their souls. The enchanted trees, now a symbol of resilience and wisdom, towered proudly in the garden, reminding everyone of the lessons learned. And so, dear children, remember that as you grow and reach great heights, always seek balance and strive to be mindful of the impact you have on the world around you. For every growth requires pruning, and every life requires harmony to thrive.

The Light Shines Through

Previous Chapter - The Last 3 Days (20): Cluster's F**ked All published chapters can be found here. 00:26:54 Nick burst from the back door of the house. His mother was the first to notice. “Nick!” Hearing his son’s name yanked Don’s attention from Bobby. Relief at the sight of his son, even bruised, barefoot and dirty, was enough of a distraction that Bobby was able to twist his body from under the Sergeant’s boot and jump up, ready to run. Nick had other ideas. He launched himself onto Bobby’s back and they tumbled to the grass. Bobby collapsed face down, unable to move with Nick sitting on his back. “Oh my God,” Anne cried. “You’re home!” She rushed to him and, crouching, threw her arms around him. The Sergeant, satisfied Bobby was restrained once more, said, “I’ll get a zip-tie.” “Get a bunch,” Ryan answered. He held the service revolver pointed at Becky’s head. He took note of all present and smiled. Everyone froze in place, except Jack, who ducked behind a lawn chair. Bobby pushed Nick away and regained his feet. Waving the gun towards the house, Ryan said, “Bobby, go with Sarge, make sure he doesn’t get lost.” Noticing the gun in Ryan’s hand made him hesitate. “Where’d you get the piece, Ryan?” “Lucky find. On second thought, Sarge, stay put. Bobby, you go. They’re in the belts hanging behind the office door.” Bobby obeyed. Don stepped between Ryan and his family. “Put the gun down, son.” Ryan’s self-satisfied smirk became laughter. “Put the gun down? Just when I finally feel like a real king? A king — a king has the power of life and death.” Waving the pistol for all to see, he added, “And now I do too.” Don kept his calm. “But you’re not a king.” Ryan’s head shook, defying Nick’s father. “I am, I just didn’t know it. Until Friday. Until the rock. The rock showed me I was right and you were wrong.” “How so?” Exasperation entered Ryan’s tone, as if his audience still didn’t understand the scope of his victory. “A king takes what he wants. Which is exactly what I said outside Jay’s. I was explaining how I take what I want. Then you showed up, with your ‘my job is to stop people like you.’ Look how that turned out.” Bobby pushed the Sergeant, holding a handful of zip-ties, out the back door. “Fine,” Don conceded. “You’re a king. You win. Now why don’t you just go?” Ryan’s temper built. “No. You just don’t get it. It’s not enough to have the power of life and death. You have to exercise it. And so I will. On your knees.” Don knelt on the grass. Ryan waved the gun over the rest. “All of you. In a line. Bobby, tie their hands.” “Even the women?” “Gender equality. Them too.” Jack watched Bobby systematically move down the line of captives, securing their hands behind them. Ryan paced in front, randomly aiming the pistol at individuals and mock executed them. “Now what?” Bobby asked as he finished binding Olga’s wrists. The smile was back. “Now the fun begins. But not out here.” Ryan halted in front of Becky. “I see Becky and Nick and Don and even Peter. But no Jay. Where’s Jay, Becky?” Defiant, she said nothing. Which earned her a back-handed slap from Ryan. She cried out. Olga growled, shifting her weight as if to rise, but relaxed when Ryan pressed the barrel against Becky’s forehead. “Where’s Jay?” Ryan shouted. 00:21:14 Roused by Becky’s cry, Jay heard his name shouted. With great effort, he slowly climbed slowly out of bed to look through the window. 00:21:03 “Fine. Have it your way,” Ryan said, and hauled Becky to her feet. Using her a shield, he pointed the weapon at each man in turn. “You four. Up. Inside.” Nick, Don, Peter, and the Sergeant entered the house ahead of Becky and Ryan. After a moment’s hesitation, Bobby followed. “You’re not really going to shoot them, are you?” “As a king, it is my duty.” “No, it isn’t. The cop’s right, Ryan. You won. Let’s just go.” “Stop,” Ryan ordered, and his captives halted in the open area between the stairs and the sofa. “In a line. Back on your knees. You, too,” and pushed Becky away. Turning back to Bobby, he said, “Go where? I can’t think of anywhere better than right here, right now, with the lives of my — enemies — in my hand.” Savouring his power over his captives, Ryan didn’t see Bobby back out of the room. 00:18:56 Jack used a bread knife to saw through the nylon tie binding his mother’s wrists. “Me next, Jack,” Eileen urged. “Hurry.” Jack moved on to Eileen while Anne helped Olga stand. Bobby stepped out of the house. For a moment, he stared at them, but then he turned and ran. As soon as Eileen was free, she reached for her purse. 00:18:12 Ryan’s face hovered so near to Becky’s, he looked like he might kiss her, if not for the gun barrel he pressed against her temple. “Last chance. Where is Jay?” A voice from behind him replied, “Right here, asshole. Leave her be.” Jay stood on the stairs, using the rail for support. “Jay! Welcome! You look terrible, but you made it.” He pointed the revolver at Jay. “You’re first.” Eileen stepped into the room, assumed the combat stance she learned from her husband, but could not keep her eyes open as she pulled the trigger. Bam! A window shattered. Nick hurled himself at Ryan’s legs as he pulled his trigger, ruining the shot. Click! Ryan aimed at Nick, pulled the trigger a second time. Click. Again. Click. Click. Click. His gun wasn’t loaded. Bam! Ryan’s body jerked, his gun flying across the room. Eileen opened her eyes to aim once more. Ryan studied the blood seeping from his sleeve to pool in his palm, then looked up, confused. Jay was unhurt. Bam! Once again, Eileen’s shot went wide. Ryan saw it was now or never. He darted towards the front door and through it. 00:17:02 Ryan raced straight to the Escalade, keeping low as he climbed in and started it. Cranking the steering wheel, he accelerated, and the huge tires tore up the lawns of several properties as he maneuvered towards the street. As the SUV lurched over the curb, Ryan raised his head over the steering wheel — and grazed Hunter’s Beater coming the other way. He doesn’t stop. 00:16:52 Eileen lowered her weapon and embraced her son. Jack, holding the bread knife like a sword, led Anne and Olga from the kitchen. He wasted no time, making short work of the remaining zip-ties. Don hugged Nick, Anne and Jack joining them. Olga threw her arms around Becky. Noticing Peter standing alone, she motioned him to join them. The Sergeant eased Eileen’s gun from her then collected Ryan’s, stripping them on the dining table. The front entrance darkened, inspiring a moment of terror. Behind Dean was his father, Hunter, whose arm embraced a woman. “Hi,” Dean said. “Nick invited us.” Nick untangled himself and greeted the newcomers, shaking hands with each in turn. “Come in, come in. These folks brought me home.” As Don and Anne thanked the newcomers, a scraping noise emanated from the TV. The on-screen timer on the empty news desk read 00:12:24, despite being slightly out-of-focus. Then the camera shuddered, and the desk came into focus. The Anchor entered the frame. He looked the consummate, well-groomed professional as he settled into his chair. He checked the screen on his desk for updates and then addressed the camera. “In the short time we have left, I want to thank those who called in to share their stories. These last hours spent with you have been the most poignant of my life.” 00:11:23 Tomas kept his head down and his collar up as he entered Veteran’s Park, struggling to keep his cool as he weaved through the crowd, even though those who weren’t actively praying watched the sky. He followed the curving path lined with tailored shrubs and suddenly there it was — glowing in the morning light was a statue of a small group of soldiers patrolling a steep granite ridge. It took a moment for him to realize people were watching him. Embarrassed, he turned to leave, only to come face to face with an Elderly Woman — who hugged him. “Thank you for your sacrifice.” No sooner did the Elderly Woman release him when someone else took her place. Then another and another. Others clasped his arms or shoulders, clapped his back, and he could not hold back his tears. 00:08:47 The crack had become a steaming fissure on the surface of Benevolence B7438, when suddenly it shattered. The largest pieces of the mysterious asteroid which Noah Hoag hoped would herald a new world, skipped across the upper atmosphere and continued their journey towards the sun. However, the sky was filled with smaller, yet still deadly, fragments streaking across the heavens and the air reverberated with an angry chaos of sonic booms as they passed overhead. 00:00:00 Eileen sat beside Jay, one arm draped over his shoulder. Her other hand gripped that of the Sergeant perched on the arm of the sofa. Don hugged Anne on one end of the second sofa next to Hunter and Alice, while Jack watched Dean play his handheld on the floor. Peter and Olga had pulled dining chairs between the sofas. Olga giggled as Peter whispered in her ear, but made no effort to hide the crimson flush on her cheeks. Nick and Becky stood together behind the group, oblivious to everyone else. The TV timer hit 00:00:00. On-screen, the Anchor cringed slightly, raising his eyes upwards. Nothing. He gaze upwards for a few moments, looking more and more embarrassed. Gesturing for patience, he moved out-of-frame, but a few moments later, the camera jerked and the image swirled. When next resolved into focus, the view was of people dancing in the street, the sky seemingly peaceful. 00:01:22+ All of those gathered at the Burns’ residence spilled into the back yard, scanning the sky for additional dangers. But then a solitary new light flared and split the heavens, a billowing dirty cloud trailing its descent towards the camera. A roar grew as it approached, becoming deafening as it passed overhead. As the thunder receded, it was replaced by the music of exuberant joy. 00:02:12+ The image on the huge flat screen in the empty living room faded into white noise for several moments before revealing a new, unfamiliar anchor. A dour yet beautiful young Asian woman spoke some words in a foreign language. Suddenly, horrible martial music made worse by out-of-synch public speakers accompanied camera panning an endless sea of serious faces whose attention was on a short, corpulent man standing alone on a huge stage before a microphone. The music stopped and Kim Jong-un threw his arms out as he made his announcement and his audience erupted with cheers. A tiny window blossomed in the corner of the screen — a doll-like translator repeated her leader’s words. “Today we are heroes. Today the People’s Democratic Republic of Korea assumes our rightful place as the saviours of the planet. All the world must bow to our superiority — “ 00:04:43+ The Lieutenant stood on the balcony of the hotel suite wrapped in a towel, drinking vintage champagne from the bottle. “Think we’re expected for duty, today?” she asked. “Nope. There’s still no cell service.” “That’s the answer I hoped for,” she replied. Turning her back on the morning, she dropped her towel. “I need a reason to have another soak in that giant tub.” 00:06:34+ Frantic blows from the far side of the steel doors leading to the Benevolence community bunker echoed in the fresh morning air, but the rubber stops held their ground. 00:06:57+ Ryan drove the Escalade like he’d stolen it, the tires protesting as he gained the highway. He laughed. He’d made it. Then the last piece of Benevolence B7438 landed on him. FIN Also published . here

The Last 3 Days (21 & fin): Underdogs Shine 

The joy of coding Python should be in seeing short, concise, readable classes that express a lot of action in a small amount of clear code -- not in reams of trivial code that bores the reader to death. - Guido van Rossum,Creator of python Python powers a wide range of technologies, from smartphone apps to spaceships and robots in industrial plants. The language's and the fact that developers can do whatever they want with it have made it popular. versatility Why Python with DevOps? As an approach to culture, platform, and automation, Python is an important language for DevOps teams working to automate repetitive tasks, infrastructure management, provisioning, Api driven deployment. Since the advent, we now have MLOps, NetDevOps, SecOps, and GitOps… Knowing the basics of Python is precious to developers. Let’s discover the 5 important modules to shine in your DevOps journey: Requests In the past few years, more and more companies have embraced the REST paradigm to interact with smart devices and servers. This module makes HTTP requests easy and consumes REST APIs in Python. DevOps is built on APIs, by using this module developers can achieve tons of tasks! How to use it? First of all, requests is not a built-in Python library, it’s available on with more than 30 million downloads per week according to GitHub. PyPi To install on Linux, the command installs in the Python environment. requests $ python -m pip install requests It offers rich features such as: cookies support a wide range of HTTP Methods support a variety of authentication such as basic auth, Digest, OAuth … proxy supports Here is an example of how to send a simple request: import requests
apiUrl = 'https://webexapis.com/v1/rooms' 
access_token ='MTIwZDJmNGItOTFiNi00YmI5LTk4NzQtN2MyMzJhNDkxMDkzMGQzZDdiZDUtOWY4_PF84_3f179706-f11a-4ab7-ba3e-57a4a96b0892340s4ff'
httpHeaders = { 'Content-Type': 'application/json', 'Authorization': 'Bearer ' + access_token } 
body = { 'toPersonEmail':'tofrench@webex.bot' , 'text': 'welcome to the DevOps room ' }
response = requests.post( url = apiUrl, json = body, headers = httpHeaders )
print( response.status_code )
print( response.text ) The snippet shows how to import the requests module to send a message in a room using Webex APIs. Daily there is an interaction between clients and servers on the internet and different private networks around the globe, Api is the new CLI, and developers moving to DevOps should learn this module to work easily with their peers in testing and production environments, Apis are everywhere now. OS It provides functions for interacting with an operating system using local, remote, and cloud files. In the realm of DevOps/System admin, it is usual to interact with operating systems daily. In a nutshell, it uses the underlying operating system. By doing so, we can automate various tasks such as creating and removing directories, checking if a file or directory exists, managing environment variables, and process management. It offers rich features such as : Error handling Path manipulation File system access Process management here is an example of how to create a file : import os 
with open ("DataCenterLogs.py", "xt") as DT :
    DT.write("Hello DevOps admins, this is a new file,just created ")
    DT.close() The script creates a new file called in the current working directory. The mode in the open() function tells Python to create a new file if it does not already exist. The mode indicates that the file is a text file. DataCenterLogs.py x t One of our daily routines is to work with operating systems such as Mac OS, Windows, and Linux with its various distributions, Mastering the basics of the OS module and its functions is a must for DevOps engineers. The module is built-in, no need to install it in Python OS Sys The sys module in Python provides a plethora of functions and variables that are used to manipulate different parts of the Python runtime environment, a great way for DevOps engineers to retrieve important information about the system they are working on, such as where the code is running on, the python version they are using, the interpreter version and so much more … Some of the well-known features are : input and output command line arguments raising exceptions and controlling the flow of execution Here is an example of how to get information about the Python interpreter we use: import sys 
print(sys.version) The output should look like this: 3.7.16 (default, Dec  7 2022, 01:11:59)
[GCC 7.5.0] As one of the most important modules in Python, developers moving to DevOps should learn because every day we work in a testing environment before moving to production, they have to know the development environment they are working on, to work easily with the rest of their teams. The module is built-in, no need to install it in Python sys Beautiful soup This module helps us to extract information from websites, a process known as . Web Scraping The world behind the internet seems strange, network protocols and data formats are hidden in the transport and exchange of data while we enjoy browsing the web and using apps on our smartphones. It is useful for extracting data on web pages from HTML and XML documents, scraping websites, and automating tasks, in the DevOps realm It is also valuable for debugging and testing in a CI/CD pipeline. It offers rich features such as : Parse and documents HTML XML Extracting data from documents Modifying documents To install the module: pip3 install beautifulsoup4 After installing, we can test to import the module Beautiful soup as and the requests module : bs4 import bs4
import requests

def get_network_device_info(url, device_name):
    # Get the HTML content of the webpage.
    response = requests.get(url)
    html_content = response.content

    # Create a Beautiful Soup object from the HTML content.
    soup = bs4.BeautifulSoup(html_content, "html.parser")

    # Find the network device information.
    network_device_info = soup.find("table", class_="network-device-info")

    return network_device_info


def main():
    # Get the URL of the webpage.
    url = "https://www.TalesOfTechnology.com/network-devices"

    # Get the network devices.
    network_devices = get_network_devices(url)
    #iterates over the list of network devices 
    for network_device in network_devices:
        print(network_device)

if __name__ == "__main__":
    main() The code imports beautiful soup and then gets the content of a webpage using , which is useful for consuming REST APIs by sending HTTP requests  then it creates a beautiful soup object from the HTML content  and finds the network devices information. requests By writing this type of code we can automate the process of getting information about a specific network device from a web page and there are various tasks we can achieve beyond what we think with beautiful soup. In the world of testing and Automation, the goal is to reduce some manual tasks by automating a process, Developers should beautiful soup! Platform We live in a world of hardware and software, One of the usual tasks for developers is to work with operating systems of different flavors, with the module they can gather precious information about the OS and hardware they are using. It provides valuable information by identifying data such as the Python version, OS version, and CPU architecture. This module plays a major role for developers when they want to test if the hardware specification meets the requirement to use a program and if it is compatible with a Python version installed on a particular system. It offers rich features such as: Os information Hardware information Python version The module is built-in, no need to install it in Python Platform Here is a snippet of how to get the OS name : import platform  

#get the os name 

Os_Name = platform.system() 

print(Os_Name) The output should look like this: Linux The code imports the platform module and then uses the platform.system() function to get the operating system name, it returns the OS name . Linux how useful is the platform module? developers moving to DevOps should learn to simplify their work. Where do the modules fit in the DevOps Pipeline? Some engineers say DevOps is boring! 😀 The fact is it’s around processes and automation, In a pipeline, we have eight stages that combine the roles of two teams: Development and Operation, which is known as DevOps. In the , we have: Development phase Plan Build Code Test and in the : Operation phase Release Deploy Operate Monitor The modules requests, os, sys, beautiful soup, and platform are versatile and can be used in different phases of the pipeline, They are precious tools to help engineers gather information on systems, automate complex tasks, troubleshoot problems, and save time for more efficiency. Conclusion DevOps has changed the way we work now in the tech industry. It is not a technology but a philosophy, a culture, and a new way of doing things quickly by automating some processes, Python is the language of automation, and developers moving to the new culture should learn some modules to start their journey. To climb to the DevOps pyramid of success, it is always better to start with the basics; it is not possible to learn and master all the modules! It takes days and years to become a seasoned developer. The modules shown are not exhaustive, there is a plethora, The goal of this article was to show the most used modules you can encounter in your daily tasks once you start your journey. As soon as you grow, you will discover more. Go step by step with the basics for a successful journey, Rome was not built in a day!

Moving to DevOps? Discover 5 Python Modules to Shine in Your New Journey

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