First‑line development experience at multiple leading tech firms; now a software architect at a Shanghai state‑owned enterprise and founder of Programming Yanxuan. Nearly 300k followers online; expertise in distributed system design, AIGC application development, and quantitative finance investing.
The article analyzes Claude Code’s new automatic permission mode, detailing its three operation options, two‑layer classifier architecture, threat model, decision flow, rule customization, evaluation results, design trade‑offs, and future plans for improving AI‑driven security.
This article explains what Claude Agent Skills are, why they’re useful, how they’re structured and loaded, the three content levels, security best practices, and how to use pre‑built or custom Skills across Claude API, Claude Code, the SDK, and Claude.ai.
This article explains the common challenges of deploying front‑end projects, outlines how to set up an automated build and release pipeline using Docker and GitHub Actions, and provides practical code snippets and best‑practice tips for pre‑release, roll‑back, and post‑deployment notifications.
Oracles serve as the crucial bridge that enables smart contracts to access off‑chain data, and while they are the dominant solution for real‑time on‑chain updates, the article also explores alternative approaches such as centralized data entry, state channels, sidechains, and cross‑chain oracles, outlining their pros, cons, and challenges.
This article explains how next‑generation AI agents, combined with OpenSearch and the Model Context Protocol (MCP), enable semantic, multimodal, conversational, and agentic search, detailing the architecture, deployment options, toolset, and practical demos for sales analytics and DevOps use cases.
Google’s Agent Development Kit (ADK) has added Go language support, enabling developers to build modular, high‑concurrency AI agents with code‑first workflows, integrated debugging UI, A2A protocol for agent collaboration, and a suite of pre‑built tools for tasks like Gemini search and Cloud API calls.
Anthropic introduced a sandbox for Claude Code that isolates file system and network access at the operating‑system level, reducing permission prompts and security risks while allowing developers to run, test, and submit code changes from a secure cloud VM.
This report outlines emerging AI trends for the coming year, highlighting Physical AI, AI agents, multimodal models, the MCP standard, and the growing role of AI‑driven DevOps, while also discussing security implications and adoption stages across the technology lifecycle.
This article examines why AI‑assisted coding often falls short on quality and integration, introduces a structured PDCA workflow to guide AI interactions, presents experimental data comparing PDCA‑guided and unstructured approaches, and outlines practical guidelines and future enhancements for sustainable AI‑driven software development.
Hugging Face AI Sheets lets users employ large language models through a spreadsheet‑like interface to clean, transform, enrich, and generate datasets without writing code, offering both zero‑shot dataset creation and import‑based bulk processing, with optional self‑hosting via Docker for privacy‑sensitive workflows.
