Ops Development & AI Practice
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Ops Development & AI Practice

DevSecOps engineer sharing experiences and insights on AI, Web3, and Claude code development. Aims to help solve technical challenges, improve development efficiency, and grow through community interaction. Feel free to comment and discuss.

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Ops Development & AI Practice
Ops Development & AI Practice
Aug 4, 2025 · Blockchain

Why Coinbase’s Base L2 Is Outpacing Arbitrum and Optimism

Base, Coinbase’s newly launched Ethereum Layer‑2, leverages strong backing, superior transaction volume, higher profitability, active developer community, and the OP Stack’s optimistic rollup architecture to challenge rivals like Arbitrum and Optimism, while fostering a unique “Based” culture and aiming for Superchain interoperability.

BASECoinbaseEthereum
0 likes · 8 min read
Why Coinbase’s Base L2 Is Outpacing Arbitrum and Optimism
Ops Development & AI Practice
Ops Development & AI Practice
Aug 2, 2025 · Blockchain

Master Solana Development with Anchor Version Manager (AVM)

This guide explains what the Anchor Version Manager (AVM) is, why it’s essential for Solana developers, and provides step‑by‑step instructions for installing AVM, switching Anchor versions, and managing multiple projects to ensure reproducible builds and avoid deployment issues.

AVMAnchorBlockchain Development
0 likes · 7 min read
Master Solana Development with Anchor Version Manager (AVM)
Ops Development & AI Practice
Ops Development & AI Practice
Aug 1, 2025 · Blockchain

Decoding solana-test-validator Output: A Beginner’s Guide to Your Local Solana Sandbox

This guide walks you through launching a local Solana test validator, explains each line of its console output—including node identity, gossip and TPU addresses, slot commitment levels, snapshots, transaction counts and SOL balance—and offers practical tips for debugging and resetting the sandbox environment.

DevelopmentLocal TestnetSolana
0 likes · 10 min read
Decoding solana-test-validator Output: A Beginner’s Guide to Your Local Solana Sandbox
Ops Development & AI Practice
Ops Development & AI Practice
Jul 30, 2025 · Industry Insights

Beyond Data Oracles: How Attestation Oracles Bridge Physical Trust to Blockchain

While data oracles feed digital information to smart contracts, attestation oracles provide verifiable proofs of physical assets and events, enabling blockchain to securely interact with the real world; this article outlines their differences, architecture, emerging use cases, market players, opportunities, and challenges.

AttestationDePINIndustry Analysis
0 likes · 9 min read
Beyond Data Oracles: How Attestation Oracles Bridge Physical Trust to Blockchain
Ops Development & AI Practice
Ops Development & AI Practice
Jul 29, 2025 · Artificial Intelligence

How Ray Transforms Distributed Training for Large Language Models

In the era of data‑driven AI, Ray offers an open‑source unified compute framework that abstracts distributed system complexity, enabling developers to seamlessly scale Python code from a laptop to large GPU clusters, and provides the Ray AI Runtime (AIR) with libraries such as Ray Data, Train, Tune, and Serve to accelerate LLM training, hyper‑parameter tuning, and model serving.

AI RuntimeDistributed ComputingLLM training
0 likes · 10 min read
How Ray Transforms Distributed Training for Large Language Models