DevZero unveils autonomous Kubernetes rightsizing, cutting cloud costs by 30-60% with live workload migration. #kubernetes #costoptimization #cloudnative #devops

Former Uber engineers launch DevZero to slash Kubernetes compute costs dlvr.it/TSyzgw

Kubernetes clusters often run at single‑digit utilization, yet few teams have the tools to automatically tune resource allocation without manual intervention. A new autonomous optimization platform monitors individual workloads and continuously adjusts provisioning based on real‑time demand models. Read more here: zpr.io/if65dhJgWnzB #DevZero #Kubernetes #CloudInfrastructure

“We found ourselves spending too much time thinking about observability. We don’t like surprises. We like predictability.” - Debo Ray, Founder/CEO. DevZero replaced Datadog after 15-20% monthly bill swings and regained predictable costs and full visibility.

𝗗𝗿𝗼𝘄𝗻𝗶𝗻𝗴 𝗶𝗻 𝗗𝗮𝘁𝗮, 𝗦𝘁𝗮𝗿𝘃𝗶𝗻𝗴 𝗳𝗼𝗿 𝗪𝗶𝘀𝗱𝗼𝗺: 𝗪𝗵𝘆 𝘁𝗵𝗲 𝗖𝘂𝗿𝗮𝘁𝗼𝗿 𝗶𝘀 𝘁𝗵𝗲 𝗡𝗲𝘄 𝗞𝗶𝗻𝗴 Last Tuesday, I tried to find a simple solution to a niche technical error I was getting in an obscure Python library. Ten years ago, a search like this would have led me to a high-signal forum or a meticulously written developer blog. But last Tuesday? I was met with three pages of "SEO slop"—recycled, AI-generated articles that used 2,000 words to say absolutely nothing. The text was grammatically perfect, but logically hollow. It was a "hallucination" wrapped in a professional template. We are currently living through a paradox. We are drowning in a literal ocean of data, but we are starving for a single drop of wisdom. As Large Language Models (LLMs) continue to scrape the internet to train themselves, they are increasingly eating their own tail. They are being trained on AI-generated content, which was trained on AI-generated content, creating a "Model Collapse" where errors are magnified and original human thought is buried under a mountain of digital noise. In this chaotic landscape, the "Creator" is no longer the most important person in the room. The new king of the digital economy is the 𝗖𝘂𝗿𝗮𝘁𝗼𝗿. The Curator is the human expert who can look at a thousand data points and say, "This is true; the rest is noise." The Curator provides the "High-Signal" beacon that AI models desperately need to be safe, accurate, and useful. But for too long, curators have been the unpaid laborers of the internet. When you upvote a helpful answer on a forum or "like" a correction on social media, you are curating. The platform profits from your judgment, while you get a digital sticker. 𝗖𝗼𝗱𝗮𝘁𝘁𝗮 is changing the math. By building a decentralized knowledge layer on Web3, Codatta empowers you to contribute your structured human expertise as blockchain-based data assets. For the first time, your judgment isn't just a click—it’s an asset. On Codatta, curators earn ongoing royalties whenever their validated data is used to train or power the AI models of the future. 𝗧𝗵𝗲 𝗗𝗲𝗰𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱 𝗗𝗮𝘁𝗮 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲: 𝗙𝗶𝘅𝗶𝗻𝗴 𝘁𝗵𝗲 "𝗚𝗜𝗚𝗢" 𝗖𝗿𝗶𝘀𝗶𝘀 The AI industry has a dirty secret. It’s called GIGO: Garbage In, Garbage Out. For the last three years, the gold rush in AI has been about quantity. Companies competed to see who could scrape more petabytes of the open web. But they’ve hit a wall. 𝗧𝗵𝗲 𝗦𝗰𝗿𝗮𝗽𝗲𝗱 𝗗𝗮𝘁𝗮 𝗣𝗿𝗼𝗯𝗹𝗲𝗺: 1.𝗧𝗵𝗲 𝟯𝟬% 𝗙𝗮𝗶𝗹𝘂𝗿𝗲 𝗥𝗮𝘁𝗲: Recent studies indicate that AI models trained primarily on scraped web data fail 30% more often in real-world, specialized tasks compared to models trained on curated, expert-validated sets. 2.𝗖𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱 𝗘𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻: Currently, three or four massive corporations own the "refineries" (the AI models). They extract your data for free and sell the intelligence back to you. There is no data sovereignty for the individual. 3.𝗧𝗵𝗲 𝗟𝗮𝗰𝗸 𝗼𝗳 𝗣𝗿𝗼𝘃𝗲𝗻𝗮𝗻𝗰𝗲: On the current web, you don't know where a fact came from. Was it verified by a doctor? Or was it generated by a bot farm in a clickbait factory? 𝗛𝗼𝘄 𝗪𝗲𝗯𝟯 𝗙𝗶𝘅𝗲𝘀 𝘁𝗵𝗲 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 Web3 was designed to solve the problem of trust and ownership in a decentralized way. Codatta applies these principles to the very data that powers AI. •𝗢𝘄𝗻𝗲𝗿𝘀𝗵𝗶𝗽 𝘃𝗶𝗮 𝗡𝗙𝗧𝘀/𝗧𝗼𝗸𝗲𝗻𝘀: On Codatta, your curated knowledge isn't a line in a corporate database. It is minted as a blockchain-based data asset. You own the metadata, the provenance, and the rights to the value it creates. •𝗗𝗲𝗰𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱 𝗩𝗲𝗿𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻: Instead of a central board of "experts" deciding what is true, Codatta uses a decentralized network of peers. Your reputation as a curator travels with you via your Decentralized Identity (DID). •𝗧𝗵𝗲 𝗚𝗿𝗲𝗮𝘁 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗗𝗲𝗰𝗼𝘂𝗽𝗹𝗶𝗻𝗴: We are decoupling expertise from the platforms. You don't need to be a "top contributor" on a specific social media site to be valued. Your value is determined by the accuracy and utility of the data you provide to the global knowledge layer. "𝘛𝘩𝘦 𝘪𝘯𝘵𝘦𝘳𝘯𝘦𝘵 𝘸𝘢𝘴 𝘵𝘩𝘦 𝘢𝘨𝘦 𝘰𝘧 𝘣𝘳𝘰𝘢𝘥 𝘤𝘰𝘯𝘯𝘦𝘤𝘵𝘪𝘷𝘪𝘵𝘺. 𝘞𝘦𝘣𝟥 𝘪𝘴 𝘵𝘩𝘦 𝘢𝘨𝘦 𝘰𝘧 𝘥𝘦𝘦𝘱, 𝘷𝘦𝘳𝘪𝘧𝘪𝘢𝘣𝘭𝘦 𝘦𝘹𝘱𝘦𝘳𝘵𝘪𝘴𝘦. 𝘖𝘯 𝘊𝘰𝘥𝘢𝘵𝘵𝘢, 𝘸𝘦 𝘥𝘰𝘯'𝘵 𝘫𝘶𝘴𝘵 𝘴𝘩𝘢𝘳𝘦 𝘥𝘢𝘵𝘢; 𝘸𝘦 𝘱𝘳𝘰𝘷𝘦 𝘸𝘪𝘴𝘥𝘰𝘮." 𝗥𝗲𝗮𝗹-𝗪𝗼𝗿𝗹𝗱 𝗜𝗺𝗽𝗮𝗰𝘁: 𝗧𝗵𝗲 𝗥𝗶𝘀𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗧𝗼𝗸𝗲𝗻𝗶𝘇𝗲𝗱 𝗖𝘂𝗿𝗮𝘁𝗼𝗿 What does it actually mean to be a "Curator" on Codatta? It means your ability to filter the signal from the noise is now a monetizable role in the Web3 economy. 𝗨𝘀𝗲 𝗖𝗮𝘀𝗲 𝟭: 𝗧𝗵𝗲 𝗠𝗲𝗱𝗶𝗰𝗮𝗹 𝗩𝗮𝗹𝗶𝗱𝗮𝘁𝗼𝗿 (𝗗𝗿. 𝗔𝗿𝗶𝘀) Dr. Aris is a retired radiologist with a deep understanding of rare thoracic conditions. In the Web2 world, his knowledge stays in his head. 𝗧𝗵𝗲 𝗖𝗼𝗱𝗮𝘁𝘁𝗮 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻: Dr. Aris joins a "Medical Quest" on Codatta. He reviews AI-generated interpretations of rare scans, correcting subtle errors that a generic machine would miss. 𝗧𝗵𝗲 𝗘𝗮𝗿𝗻𝗶𝗻𝗴𝘀: His corrections are minted as "High-Signal Medical Assets." When a biotech company licenses the Codatta medical dataset to train a new diagnostic AI, Dr. Aris receives a royalty payment. He isn't just a consultant; he is a stakeholder in the AI’s intelligence. 𝗨𝘀𝗲 𝗖𝗮𝘀𝗲 𝟮: 𝗧𝗵𝗲 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗔𝘂𝗱𝗶𝘁𝗼𝗿 (𝗗𝗲𝘃𝗭𝗲𝗿𝗼) DevZero is a developer who specializes in identifying "re-entrancy" vulnerabilities in smart contracts. 𝗧𝗵𝗲 𝗖𝗼𝗱𝗮𝘁𝘁𝗮 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻: DevZero curates a dataset of "Edge-Case Vulnerabilities"—the rare, weird bugs that standard scanners miss. 𝗧𝗵𝗲 𝗘𝗮𝗿𝗻𝗶𝗻𝗴𝘀: As decentralized finance (DeFi) grows, every AI-powered auditor needs DevZero's "High-Signal" data to stay ahead of hackers. Because his data is on-chain, DevZero tracks every time his logic is used and earns ongoing royalties with knowledge. 𝗙𝗶𝗰𝘁𝗶𝗼𝗻𝗮𝗹 𝗦𝘁𝗼𝗿𝘆: 𝗦𝗮𝗿𝗮𝗵’𝘀 "𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗣𝗼𝗿𝘁𝗳𝗼𝗹𝗶𝗼" Sarah is a marketing strategist who knows the cultural nuances of the Southeast Asian market better than anyone. She notices that generic AI ad-copy often makes embarrassing cultural blunders. •𝗧𝗵𝗲 𝗔𝗰𝘁𝗶𝗼𝗻: Sarah spends 30 minutes a day on Codatta, "tagging" and curating marketing datasets with cultural context. •𝗧𝗵𝗲 𝗥𝗲𝘀𝘂𝗹𝘁: She has built a "Knowledge Portfolio." Within six months, her "Passive Royalties" from Codatta exceed her monthly freelance income. She didn't have to build an app or launch a coin; she just had to be right. 𝗛𝗼𝘄 𝘁𝗼 𝗖𝗹𝗮𝗶𝗺 𝗬𝗼𝘂𝗿 𝗦𝗹𝗶𝗰𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗘𝗰𝗼𝗻𝗼𝗺𝘆 Codatta is designed for the "Subject Matter Expert" (SME), regardless of whether they are a professional or a passionate hobbyist. If you know how to filter the signal from the noise, you are ready. 𝗦𝘁𝗲𝗽 𝟭: 𝗖𝗼𝗻𝗻𝗲𝗰𝘁 𝗬𝗼𝘂𝗿 𝗕𝗿𝗮𝗶𝗻 𝗪𝗮𝗹𝗹𝗲𝘁 Navigate to codatta.io and connect your Web3 wallet. This wallet is your gateway to the curator economy. It holds your Decentralized Identity (DID) and serves as the vault for your royalty payments. 𝗦𝘁𝗲𝗽 𝟮: 𝗝𝗼𝗶𝗻 𝗮 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗤𝘂𝗲𝘀𝘁 Codatta organizes data needs into "Quests." Browsing the dashboard, you’ll see specific fields where AI models are "starving" for wisdom: •Technical: Coding, Cybersecurity, Hardware specs. •Professional: Law, Medicine, Finance. •Creative: Cultural nuance, Linguistics, Design critique. 𝗦𝘁𝗲𝗽 𝟯: 𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗲 𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝗱 𝗛𝘂𝗺𝗮𝗻 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 (𝗦𝗛𝗘) This is where you act as the Curator. You don't just dump text; you provide Structured Data. Using Codatta's intuitive tools, you verify data points, add context-tags, and correct "hallucinations." This high-signal structure is what makes your data an asset. 𝗦𝘁𝗲𝗽 𝟰: 𝗧𝗵𝗲 𝗩𝗮𝗹𝗶𝗱𝗮𝘁𝗶𝗼𝗻 𝗟𝗮𝘆𝗲𝗿 Your contribution goes through a decentralized peer-review process. Once the community validates your expertise, your data is minted on the blockchain. Your reputation score increases, making your future "vouches" even more valuable. 𝗦𝘁𝗲𝗽 𝟱: 𝗧𝗿𝗮𝗰𝗸 𝗬𝗼𝘂𝗿 𝗥𝗼𝘆𝗮𝗹𝘁𝗶𝗲𝘀 Access your Codatta Dashboard to see how your knowledge is performing. Track which AI models are utilizing your assets and watch your royalties accumulate in real-time. 𝗧𝗵𝗲 𝗘𝗿𝗮 𝗼𝗳 𝗝𝘂𝗱𝗴𝗺𝗲𝗻𝘁 We are entering a new phase of human-machine interaction. The era of "Big Data" is over. We have enough data. What we lack is judgment. Codatta is the infrastructure for this new era. By decentralizing the knowledge layer, we are ensuring that the people who provide the wisdom—the curators—are the ones who own the value. We are building the world's largest verifiable, crowdsourced knowledge database, and we are doing it one expert at a time. 𝗧𝗵𝗲 𝗯𝗲𝗻𝗲𝗳𝗶𝘁𝘀 𝗮𝗿𝗲 𝗰𝗹𝗲𝗮𝗿: •𝗢𝘄𝗻𝗲𝗿𝘀𝗵𝗶𝗽: You are the producer, not the product. •𝗣𝗮𝘀𝘀𝗶𝘃𝗲 𝗜𝗻𝗰𝗼𝗺𝗲: Turn your expertise into an ongoing royalty stream. •𝗘𝘁𝗵𝗶𝗰𝗮𝗹 𝗔𝗜: Help build a future where AI is grounded in human truth, not bot-hallucinations. 𝗗𝗼𝗻'𝘁 𝗹𝗲𝘁 𝘆𝗼𝘂𝗿 𝗷𝘂𝗱𝗴𝗺𝗲𝗻𝘁 𝗯𝗲 𝗮 𝗳𝗿𝗲𝗲 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗳𝗼𝗿 𝗕𝗶𝗴 𝗧𝗲𝗰𝗵. 𝗦𝗶𝗴𝗻 𝘂𝗽 𝘁𝗼𝗱𝗮𝘆 𝗮𝘁 𝗰𝗼𝗱𝗮𝘁𝘁𝗮.𝗶𝗼 𝗮𝗻𝗱 𝗰𝗹𝗮𝗶𝗺 𝘆𝗼𝘂𝗿 𝘀𝗹𝗶𝗰𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗲𝗰𝗼𝗻𝗼𝗺𝘆. 𝗜𝗻 𝘁𝗵𝗲 𝗮𝗴𝗲 𝗼𝗳 𝗻𝗼𝗶𝘀𝗲, 𝘆𝗼𝘂𝗿 𝘀𝗶𝗴𝗻𝗮𝗹 𝗶𝘀 𝘆𝗼𝘂𝗿 𝗴𝗿𝗲𝗮𝘁𝗲𝘀𝘁 𝗮𝘀𝘀𝗲𝘁.

𝗧𝗵𝗲 𝗥𝗶𝘀𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹 𝗚𝘂𝗶𝗹𝗱: 𝗪𝗵𝘆 𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗗𝗮𝘁𝗮 𝗶𝘀 𝗟𝗼𝘀𝗶𝗻𝗴 𝗩𝗮𝗹𝘂𝗲 Last spring, I decided to fix a vintage espresso machine I’d found at a flea market. Naturally, I turned to the most famous AI chatbot available to guide me through the descaling process. The AI, having read millions of generic manuals and Reddit threads, confidently told me to use a specific citric acid concentration. Ten minutes later, I was standing in a puddle of water. The AI had failed to account for the specific copper alloy used in 1970s Italian machines—a nuance an actual repairman would have known instantly. The AI wasn't "dumb"; it was just fed "average" data. It knew a million things about espresso machines in general, but it knew nothing about my espresso machine in particular. This is the "General Data Trap." We are currently in an era where AI models are trained on the "scraped" internet—a vast, shallow ocean of blog posts, social media arguments, and Wikipedia stubs. But as AI attempts to tackle specialized fields like medicine, law, and high-end engineering, this generic data is failing. We are witnessing the 𝗥𝗶𝘀𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹 𝗚𝘂𝗶𝗹𝗱. In the Middle Ages, guilds were groups of artisans who protected their specialized knowledge and ensured quality. In the Web3 era, we are seeing the digital version: communities of experts who contribute high-signal, structured data to train the next generation of AI. This is where 𝗖𝗼𝗱𝗮𝘁𝘁𝗮 comes in. Codatta is the infrastructure for the modern knowledge guild. It is a decentralized knowledge layer that empowers you to turn your deep, specialized expertise into blockchain-based data assets. Instead of giving your knowledge away to Big Tech for free, you become part of a global "Vertical Guild" and earn ongoing royalties for the value you provide. 𝗧𝗵𝗲 𝗗𝗲𝗰𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱 𝗗𝗮𝘁𝗮 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲: 𝗙𝗿𝗼𝗺 "𝗦𝗰𝗿𝗮𝗽𝗲𝗱" 𝘁𝗼 "𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝗱" The current AI gold rush is built on a foundation of "scraped" data. This means bots crawl the public internet, vacuuming up everything from Reddit debates to biased news articles. But this model is hitting a wall known as 𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗹𝗹𝗮𝗽𝘀𝗲. When AI is trained on low-quality, generic data, its performance plateaus. 𝗧𝗵𝗲 𝗙𝗮𝗶𝗹𝘂𝗿𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗚𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘀𝘁 𝗠𝗼𝗱𝗲𝗹 •𝗧𝗵𝗲 𝟯𝟬% 𝗚𝗮𝗽: Statistics show that AI models trained on scraped web data fail up to 30% more often in real-world, specialized tasks compared to those trained on human-curated, expert datasets. •𝗕𝗶𝗮𝘀 𝗮𝗻𝗱 𝗛𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻𝘀: Scraped data is full of noise. If the internet says something wrong enough times, the AI believes it. •𝗖𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: Your data is being used to train billion-dollar models, yet you aren't seeing a cent. Your digital footprint is treated as "free raw material" by corporate silos. 𝗛𝗼𝘄 𝗪𝗲𝗯𝟯 𝗮𝗻𝗱 𝗖𝗼𝗱𝗮𝘁𝘁𝗮 𝗙𝗶𝘅 𝘁𝗵𝗲 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 Web3 was designed to solve ownership and incentive problems. By merging Web3 with AI training, Codatta transforms data from a commodity into a sovereign asset. 1.𝗪𝗲𝗯𝟯 𝗗𝗮𝘁𝗮 𝗢𝘄𝗻𝗲𝗿𝘀𝗵𝗶𝗽: On Codatta, your contribution is hashed onto the blockchain. You own the metadata and the right to the revenue it generates. 2.𝗜𝗻𝗰𝗲𝗻𝘁𝗶𝘃𝗲 𝗔𝗹𝗶𝗴𝗻𝗺𝗲𝗻𝘁: Instead of "volunteering" info on a forum, you are rewarded. When an AI developer needs high-quality data to train a medical model, they pay the Codatta protocol, and those rewards flow back to the contributors. 3.𝗛𝗶𝗴𝗵-𝗦𝗶𝗴𝗻𝗮𝗹 𝗖𝘂𝗿𝗮𝘁𝗶𝗼𝗻: Because contributors are staked and verified, the data is "high-signal." It’s the difference between a fast-food burger (generic data) and a Michelin-starred meal (Codatta data). "The internet was the age of broad connectivity. Web3 is the age of deep expertise. General data is a commodity; specialized knowledge is the new gold." 𝗥𝗲𝗮𝗹-𝗪𝗼𝗿𝗹𝗱 𝗜𝗺𝗽𝗮𝗰𝘁: 𝗧𝗵𝗲 𝗣𝗼𝘄𝗲𝗿 𝗼𝗳 𝘁𝗵𝗲 𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹 𝗚𝘂𝗶𝗹𝗱 What does this look like in practice? It looks like specialized communities—Vertical Guilds—powering the most important AI tools of our time. 𝗧𝗵𝗲 𝗠𝗲𝗱𝗶𝗰𝗮𝗹 𝗚𝘂𝗶𝗹𝗱: 𝗗𝗿. 𝗔𝗿𝗶𝘀 𝗮𝗻𝗱 𝗥𝗮𝗿𝗲 𝗗𝗶𝘀𝗲𝗮𝘀𝗲 𝗠𝗮𝗽𝗽𝗶𝗻𝗴 Imagine Dr. Aris, a specialist in rare genetic lung conditions. He has decades of patient observation that isn't found in standard textbooks. •𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻: On Codatta, Dr. Aris provides "Structured Human Expertise" (SHE)—logic maps that explain the nuance between specific genetic markers. •Impact: A pharmaceutical AI uses this data to shorten drug discovery by months. •𝗥𝗼𝘆𝗮𝗹𝘁𝗶𝗲𝘀: Every time that AI model is licensed or utilized, Dr. Aris receives a royalty payment. His lifetime of study becomes a source of passive income. 𝗧𝗵𝗲 𝗖𝗼𝗱𝗶𝗻𝗴 𝗚𝘂𝗶𝗹𝗱: 𝗧𝗵𝗲 "𝗟𝗲𝗴𝗮𝗰𝘆 𝗖𝗼𝗱𝗲" 𝗦𝗮𝘃𝗶𝗼𝗿 Meet "DevZero," a programmer who knows COBOL—the ancient language that still runs most of the world's banking systems. •𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻: DevZero contributes datasets of "Anti-Patterns" (common mistakes) to Codatta. •𝗜𝗺𝗽𝗮𝗰𝘁: A bank uses this to train an AI that can safely migrate legacy code to modern systems. •𝗘𝗮𝗿𝗻𝗶𝗻𝗴𝘀 𝗣𝗼𝘁𝗲𝗻𝘁𝗶𝗮𝗹: Because COBOL experts are rare, DevZero's data is highly valuable. His "Vertical Guild" contribution becomes more profitable than his actual daily coding job. 𝗙𝗶𝗰𝘁𝗶𝗼𝗻𝗮𝗹 𝗦𝘁𝗼𝗿𝘆: 𝗟𝗲𝗼 𝘁𝗵𝗲 "𝗠𝗼𝗱𝗲𝗿𝗻 𝗝𝗼𝘂𝗿𝗻𝗲𝘆𝗺𝗮𝗻" Leo is a hobbyist who knows everything about sustainable urban farming. On Codatta, he joins the "Urban Agriculture Guild." He spends 30 minutes a day verifying and structuring data about soil pH levels in specific city climates. •𝗧𝗵𝗲 𝗥𝗲𝘀𝘂𝗹𝘁: Within six months, Leo’s "Knowledge Assets" on Codatta have generated enough royalties to pay for his entire garden. He isn't just a user; he’s an owner of the knowledge economy. 𝗚𝗲𝘁𝘁𝗶𝗻𝗴 𝗦𝘁𝗮𝗿𝘁𝗲𝗱: 𝗛𝗼𝘄 𝘁𝗼 𝗝𝗼𝗶𝗻 𝘁𝗵𝗲 𝗚𝘂𝗶𝗹𝗱 𝗮𝗻𝗱 𝗘𝗮𝗿𝗻 𝗥𝗼𝘆𝗮𝗹𝘁𝗶𝗲𝘀 You don't need a PhD or a coding degree to benefit from Codatta. If you have specialized knowledge in any field—from gaming strategy to legal research—you are a potential contributor. 𝗦𝘁𝗲𝗽 𝟭: 𝗦𝗶𝗴𝗻 𝗨𝗽 𝗮𝗻𝗱 𝗖𝗼𝗻𝗻𝗲𝗰𝘁 Visit codatta.io and connect your Web3 wallet. This wallet is your "ID card" for the decentralized economy. It ensures that any data you contribute is permanently linked to you for royalty purposes. 𝗦𝘁𝗲𝗽 𝟮: 𝗖𝗵𝗼𝗼𝘀𝗲 𝗬𝗼𝘂𝗿 "𝗤𝘂𝗲𝘀𝘁" Codatta lists "Knowledge Quests"—areas where AI models are currently starving for better data. •Are you a marketer? Help structure consumer psychology data. •Are you a gamer? Help categorize complex NPC behavior patterns. •Are you a local expert? Help verify geographic data that Google Maps missed. 𝗦𝘁𝗲𝗽 𝟯: 𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗲 𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝗱 𝗗𝗮𝘁𝗮 Follow Codatta’s templates to contribute "Structured Human Expertise." This isn't just typing a comment; it's providing data in a way that machines can learn from efficiently. This high-signal format is what makes your data valuable. 𝗦𝘁𝗲𝗽 𝟰: 𝗧𝗿𝗮𝗰𝗸 𝗬𝗼𝘂𝗿 𝗥𝗼𝘆𝗮𝗹𝘁𝗶𝗲𝘀 𝘃𝗶𝗮 𝘁𝗵𝗲 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱 Once your data is validated by the community (the decentralized "peer review"), it becomes an active asset. You can track your 𝗼𝗻𝗴𝗼𝗶𝗻𝗴 𝗿𝗼𝘆𝗮𝗹𝘁𝗶𝗲𝘀 and reputation score on your personal dashboard. As more AI companies license the Codatta knowledge layer, your earning potential increases. 𝗧𝗵𝗲 𝗩𝗶𝘀𝗶𝗼𝗻: 𝗔 𝗦𝗲𝗹𝗳-𝗛𝗲𝗮𝗹𝗶𝗻𝗴, 𝗩𝗲𝗿𝗶𝗳𝗶𝗮𝗯𝗹𝗲 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗕𝗮𝘀𝗲 The goal of Codatta is to foster the world's largest verifiable, crowdsourced knowledge database. In the old world, the internet was a place where anyone could say anything. In the Codatta world, expertise is verified, ownership is absolute, and quality is rewarded. By joining a Vertical Guild, you are doing more than just earning money. You are ensuring that the AI of the future is: 1.𝗘𝘁𝗵𝗶𝗰𝗮𝗹: Built on data that was given with consent and paid for. 2.𝗔𝗰𝗰𝘂𝗿𝗮𝘁𝗲: Cured by experts, not scraped from bot-farms. 3.𝗗𝗲𝗰𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱: Owned by the people who created the value, not the companies that host the servers. 𝗢𝘄𝗻 𝗬𝗼𝘂𝗿 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 The era of "Free Data" is over. We have entered the era of the Knowledge Economy, where your unique perspective is your greatest asset. General data is losing value every day as AI floods the web with noise. What remains valuable is the human touch—the specialized, vertical expertise that only you possess. Don't let your knowledge be "scraped" into oblivion. Transform it into a digital asset. 𝗖𝗹𝗮𝗶𝗺 𝘆𝗼𝘂𝗿 𝘀𝗹𝗶𝗰𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗲𝗰𝗼𝗻𝗼𝗺𝘆. 𝗦𝗶𝗴𝗻 𝘂𝗽 𝘁𝗼𝗱𝗮𝘆 𝗮𝘁 𝗰𝗼𝗱𝗮𝘁𝘁𝗮.𝗶𝗼 𝗮𝗻𝗱 𝘀𝘁𝗮𝗿𝘁 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝗹𝗲𝗴𝗮𝗰𝘆 𝗶𝗻 𝘁𝗵𝗲 𝘄𝗼𝗿𝗹𝗱'𝘀 𝗹𝗮𝗿𝗴𝗲𝘀𝘁 𝗱𝗲𝗰𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗲𝗱 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗹𝗮𝘆𝗲𝗿.

Day 12 of yapping about @LumiterraGame Wow we are already at 12 days of non stop yapping about Lumiterra , well I said yesterday I will be giving an overview of how Lumiterra team members roles are. I did my research and cooked this for you all, I hope you like it . Lark (@Lark_Lumi)is the CEO and co-founder of Lumiterra, developed by Ticker Logic Studio in Hong Kong. With a background in DeFi, Lark has been instrumental in shaping the game’s vision, emphasizing a robust in-game economy integrated with DeFi and GameFi elements. Lark actively engages with the community, as seen in recent streams with @TheRoninRadio, where they shared insights on Lumiterra’s goal to blend high-quality gameplay with scalable DeFi mechanics on the Ronin blockchain. Their leadership has driven partnerships with entities like Ronin, OKX, and Kanstar, positioning Lumiterra as a standout Web3 game. As one of the core leaders behind Lumiterra, Lark regularly shares updates and teasers about new game zones, creatures, and mechanics. Lark is also active in coordinating community events such as live AMAs (in both English and Chinese), working to onboard new players from Ronin and shaping the broader developer vision through public devlogs and posts. @DevZeroLumi and @JohnLumiterra are key team members. They are likely involved in technical or creative aspects, such as coding, game design, or community management, given their consistent mentions alongside Lark in posts about Lumiterra’s progress. Their contributions have helped shape the game’s open-world survival crafting features, including farming, battling, and the player-driven economy. Although their X profile isn’t as active as Lark’s, DevZeroLumi frequently shows up in community hubs like Discord and Twitter to rally engagement through “yapping,” retweets, mentions, and spotlighting user-generated content. Also John focuses on the DeFi and token economy side of things. He regularly encourages players to “Claim your daily Lumi Fragments, stake both on‑chain & off‑chain assets, Yap like your $LUMI depends on it (because it does). His posts keep players up to date on token drops, staking mechanics, fragment claims, and broader incentivised interactions with the game’s economy. •They often work behind the scenes conducting polls, sharing milestones, and highlighting top creators, helping keep the community energized and growing. In summary, They form a powerful loop: 1.Vision (Lark) → 2.Execution & community building (DevZero) → 3.Token and economic incentives (John) → back to vision.

“Kicking off #KubeCon North America! 🚀 We’re all hands on deck at Booth T41 and ready to meet you! Stop by for live demos, chat about cloud dev environments, dev productivity, and grab some DevZero swag! 👋 See you soon!

Exploring next-gen log streaming at DevZero: What worked, what didn't, and our path to improvement for a better user experience. Check it out! #DEVCommunity #GoLang dev.to/cmiller01/log-streami…

For platform teams, #Docker remains a cornerstone technology, but its effective implementation requires strategic planning and integration with broader architectural decisions. #CICD #Devzero #Containerization hubs.ly/Q02Kn9gq0

Developer Advocates, Growth Marketers, PMMs... if you're looking for a new role in the dev tools space, here are 5 opportunities at DevZero, MongoDB, Postman... mktto.dev/Y2024W19

Have you ever wondered how you can effectively measure your software delivery? You're not alone, as this is often a big challenge. Y’all should check out my new article with DevZero that discuss how to build a DORA Metrics Dashboard. devzero.io/blog/dora-metrics…

DevZero provides developers with access to the environments they need when they need them. ⇨ It allows : • Local coding with complete production symmetry • Eliminating the need for right sizing • Re-compiling ... • Re-building... ...or updating config files ⇨ It also features AI-assisted auto-discovery that generates an easy-to-edit YAML with just Git access, and offers a single dev-to-production environment with smart caching. ⇨ This setup can save over 50% of your build time. ⇨ @DevZeroHQ supports a wide range of components and packages, and it's being used by over 5000 developers and 550K environments. Visit DevHunt for more details: → devhunt.org/tool/devzero

15 Dev Tools compete this week on DevHunt: →Astronuts →SwiftyLaunch →Dashcam 1.0 →Zuplo →Flows →Clerk →Devzero →Formich →Qualitick →Presentation API →Docs →Beeceptor →Shotcut Track Analytics →Tickety →AggregationsIO →Bunzz Audit ↓↓↓

Ones I definitely missed (thank you for the comments!) Replit, DevZero, Codeanywhere, AWS Cloud9, GCP Workstations, IDX by Google (new project, still in closed beta), Devpod.sh, strong.network, Goorm IDE. (If you know of others, please feel free to add!)

Discover the future of #EngineeringProductivity with #DevZero! 💻🚀 Our CEO @DebosmitR shares insights in an interview with @pulse2news Read the Q&A: pulse2.com/devzero-is-making… #SoftwareEngineering

From DevZero to DevHero! Samuel Frimpong, who was one of the 7 out of 20 participants to successfully complete the free, three-month DevOps bootcamp, shares insights on his experience. Read more 👉 bit.ly/3KciM4v #Reallygreattech #Bootcamp #DevOps #cloudarchitect

📣 This March 23rd, @OS101Series will take place in #Charlotte, NC. @DevZeroHQ will be there—and we can't wait to meet you! We are offering free tickets too !! 🎟️devzero.io/events/os101 See you there! 🚀 #opensource101 #devzero #developercommunity #DevX #DX

#DevZero is a platform that provides developers with an efficient way to create and manage development environments. It's a cloud-based service that replaces the traditional local development environment with a scalable alternative. More on #InfoQ: bit.ly/3ZXHHhK

Get ready #DevOpsDays LA @socaldevops🎉 #DevZero is bringing our signature t-shirts. Find 👁‍🗨 us there and chat with our CEO @DebosmitR, Christian, or Verina to learn about our mission or grab a t-shirt. 😎We'll be the there with the 🆒 t-shirts and even cooler personalities.