Learn more Advanced concept of Blockchain Technology, understand what is coming
AMD on DePIN (2025): The Real State of ROCm & HIP Rendering vs. ML Compatibility Can AMD GPUs earn on decentralized GPU networks today? Short answer: yes for a growing chunk of rendering, and limited, but improving options for ML. This operator-focused guide explains what actually works in 2025 across ROCm/HIP on Linux and Windows, […]
AMD on DePIN: current state of ROCm and rendering vs. ML compatibility Read More »
Inference as a Side Business: Hosting LLM Endpoints on Decentralized Networks with SLAs If you can serve fast, reliable LLM responses at a fair price, there’s steady demand from agencies building chat tools to startups needing overflow capacity. The twist: instead of buying expensive GPUs, you can rent compute on decentralized networks and still promise
Inference as a Side Business: hosting LLM endpoints on decentralized networks with SLAs Read More »
Operator Playbook: Monitoring, Client Diversity, and Incident Response for AVSs If you operate nodes for Actively Validated Services (AVSs) shared sequencers, oracles, keeper networks, DA layers, coprocessors, your job is to convert invisible reliability into visible risk reduction. This playbook outlines how to set service-level objectives (SLOs), implement a production observability stack, enforce client diversity
Operator Playbook: Monitoring, Client Diversity, and Incident Response for AVSs. Read More »
Restaking Risk Lab: Modeling Slashing Scenarios and Correlation Stress Tests Restaking promises to “rent” Ethereum’s economic security to new Actively Validated Services (AVSs): oracles, sequencers, data availability networks, keeper networks, and more. The upside is clear, shared security, faster bootstrapping, and composable incentives. The risk is also clear—slashing that can ripple across AVSs and operators
Restaking Risk Lab: Modeling Slashing Scenarios and Correlation Stress Tests. Read More »
AI x Crypto DePIN: Earn From Decentralized GPU Networks (io.net vs Render vs Nosana) Setup, Payouts, and Risks Decentralized Physical Infrastructure Networks (DePIN) promise a permissionless marketplace for scarce resources like bandwidth, storage, and GPUs. In 2025, demand for AI training and inference has made GPU DePIN one of the most active categories. This guide
AI x Crypto DePIN: Earn From Decentralized GPU Networks (io.net vs Render vs Nosana) Read More »
Smart Wallets & Passkeys: The 2025 Guide to Account Abstraction (ERC-4337) Passwords are dying, seed phrases have scared mainstream users for a decade, and wallet UX is finally catching up. In 2025, passkeys (WebAuthn/FIDO2) are going default on major platforms, while account abstraction (ERC-4337 smart accounts) turns wallets into programmable apps that can do gas
Smart Wallets and Passkeys: The Guide to Account Abstraction (ERC-4337) Read More »
DePIN Is Getting Real: Earning from Decentralized Physical Networks (Helium, Render & Beyond) DeFi and NFTs dominated the last cycle. In 2025, the spotlight has moved to DePIN Decentralized Physical Infrastructure Networks, where blockchains coordinate real-world services: wireless coverage, GPU rendering, storage, sensors, and more. The pitch is intoxicating: plug in hardware, contribute capacity, earn
Tokenized RWAs in 2025: From BlackRock’s BUIDL to Real-World Yield on Chain In 2024–2025, tokenized real-world assets (RWAs) matured from stablecoin-dominated rails into a broader, investable spectrum: on-chain treasuries, money-market funds, private credit, real estate, and commodities. The pivotal signal was BlackRock’s tokenized U.S. Treasury fund on Ethereum (BUIDL), followed by a wave of institutional
Tokenized RWAs in 2025: From BlackRock’s BUIDL to Real-World Yield on Chain Read More »
Node Infrastructure as a Service (NaaS): Infura, Alchemy, QuickNode Centralization vs Resilience in Web3 Most decentralized apps do not talk directly to a node they run themselves. They call managed RPC endpoints hosted by node infrastructure providers like Infura, Alchemy, QuickNode, and others. This article explains what NaaS is, why it exploded in adoption, where
Node Infrastructure as a Service Read More »
On-Chain Governance Models: Compound vs MakerDAO vs Polkadot Pros, Cons, and Practical Lessons Governance is the operating system of decentralized networks and protocols. This masterclass compares three influential models Compound (delegate-driven token voting), MakerDAO (risk-centric governance for a stablecoin protocol), and Polkadot (conviction voting and referendum-based protocol governance) to map their structures, incentives, failure modes,
On-Chain Governance Models Read More »
