Dmytro(❖,❖) base.eth 🍊,💊 | ETHGas ⛽

@PerceptronNTWK Data collection is increasingly centralized in the hands of a few large players.

AI needs data to grow. But accessing high-quality datasets is becoming harder than ever. · Data collection is increasingly centralized in the hands of a few large players. · Platforms are locking content behind expensive APIs and private data deals. · Specialized datasets (medical, legal, code) can cost 20–40× more than general web data. · And while 94% of companies are exploring Gen-AI, only 12% have reliable data channels. The result? A growing data bottleneck for AI development. The future of AI won’t just depend on better models. It will depend on who can access and activate quality data.

@NexusLabs Nexus now counts nearly 100 partnerships across zero-knowledge technology, finance, and AI.

A small group of cryptographers and engineers has expanded into a rapidly scaling ecosystem. Nexus now counts nearly 100 partnerships across zero-knowledge technology, finance, and AI. These are our zkVM partners. Tag your favorite in the comments.

@PerceptronNTWK The future of AI should be plural, not concentrated.

The global AI landscape is heavily imbalanced. Access to compute power and advanced hardware is concentrated in a small number of hubs, and most large language models are trained primarily on English-language data. As highlighted in a recent World Economic Forum article, this concentration doesn’t just shape markets: it shapes whose knowledge, culture, and perspectives are embedded into the next generation of technology. AI doesn’t just reflect intelligence; it reflects who builds it, who funds it, and whose data it learns from. A more distributed, human-fueled ecosystem can change that. By broadening data sources, increasing linguistic representation, and decentralizing participation, we can build systems that serve more communities, not just the most resourced ones. The future of AI should be plural, not concentrated. Let’s break the borders together? 🔗Source: weforum.org/stories/2026/0…

@PerceptronNTWK AI Safety Report 2026

The International AI Safety Report 2026 highlights growing concerns around AI malfunctions, such as fabricated information, flawed outputs, misleading advice, and the increasing risk of loss of control as systems become more autonomous and capable of bypassing evaluations. These risks don’t just stem from model size; they stem from concentrated data, opaque validation, and misaligned incentives. If AI is trained and evaluated within narrow pipelines, failures scale just as fast as capabilities. Decentralized ecosystems like the one we are developing address this at the infrastructure layer by distributing AI data sources, broadening validation, and aligning incentives so contributors are rewarded for quality and transparency. More diverse inputs, decentralized oversight, and traceable participation create stronger foundations for reliability and reduce systemic fragility. As AI advances, safety won’t come from control alone. It will come from better, fairer, and more distributed infrastructure. 🔗 Source: internationalaisafetyreport.org/publication/in…

@PerceptronNTWK Download the Perceptron app

You know where there is a LOT of unused bandwidth daily? On your mobile phone. So it’s high time to put your connection to work. Download the Perceptron app, share your unused bandwidth on the go, and start earning rewards for contributing to a more distributed AI infrastructure 👇

The Perceptron (1957) — the original artificial neuron. Weights + bias → sum → activation → binary output. The simple idea that started modern deep learning. @PerceptronNTWK #AI #NeuralNetworks

@PerceptronNTWK Join the rewards program

AI companies are burning billions on data. You're sitting on the solution. Put your unused bandwidth to work. Run a node. Get rewarded. Perceptron is expanding. Join the rewards program ⚡️ quests.perceptrons.xyz

@PerceptronNTWK When TGE????!!!

A recent Harvard Business Review article highlights a critical issue: generalist AI often struggles in healthcare because it misses context, nuance, and specialized knowledge. Models can read charts, but still misinterpret what key signals actually mean in practice. The takeaway is clear: AI doesn’t just need more data, it needs high-quality, validated, domain-aware data. Without strong data infrastructure, even powerful models can produce dangerous errors. This is where new infrastructure layers matter. Distributed ecosystems like Perceptron aim to support environments where data, models, and outputs can be continuously evaluated, validated, and improved. The future of AI won’t be determined by access to models alone, but by the quality of the data behind them and the systems used to verify them. 🔗Source: hbr.org/2026/03/health…

@NexusLabs Csapital is converging, and USDX is its native home

Introducing USDX — the native dollar of the Nexus economy. A shared settlement layer for all apps, trades, and markets on Nexus. One asset. Unified liquidity. Protocol-native incentives. Capital is converging, and USDX is its native home. Read more: blog.nexus.xyz/introducing-us…

@NexusLabs - New quests - More Caches waiting to be uncovered

Week 2 of Node Rush has begun. - New Strike Glyphs - New quests - More Caches waiting to be uncovered Keep your eyes open for new quests here: quest.nexus.xyz

@NexusLabs Rising transaction volumes, increasingly automated strategies, and geopolitically fragmented institutions are exposing the limits of trust-based infrastructure

The global financial system is in crisis. Rising transaction volumes, increasingly automated strategies, and geopolitically fragmented institutions are exposing the limits of trust-based infrastructure. Verifiable finance matters now. blog.nexus.xyz/intro-to-verif…

@NexusLabs sts, Cache Strikes, and a fresh wave of collectible NFT glyphs mark the next phase of proving on Nexus.

Node Runners Season 2 is live. Node Rush has begun. New quests, Cache Strikes, and a fresh wave of collectible NFT glyphs mark the next phase of proving on Nexus. Read the blog to learn how prospecting the Grid works: blog.nexus.xyz/node-runners-s…