#AI编程
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Databricks Apps Scaling Guide: From Prototype to Production
A builder's guide to scaling Databricks Apps from prototype to production: capacity planning, deployment engineering, and common pitfalls to watch for.
Devin Review 2.0: PR Review Costs Drop 82%, Ushering in the Era of AI Code Review
Devin Review 2.0 cuts per-PR review costs by 82%, making AI code review viable for every PR. This analysis covers the practical impact on dev workflows, review habits, and team collaboration.
Stroq: Locally Auditing What Your Coding Agent Did and Why
Stroq is a locally running coding agent auditing tool that records what AI coding agents did and why. This article analyzes its local-first design, the need for agent auditing, and the potential and limitations of this early-stage project.
Building a Multi-Agent System from Scratch: Architecture Patterns and Design Principles
An analysis of architecture patterns for building multi-agent systems from scratch, covering centralized orchestration, hierarchical and peer-to-peer collaboration, plus engineering practices for communication protocols, state management, and error isolation.
Replit for Business: The Business Signal of AI Reshaping How Work Gets Done
Replit for Business signals that AI coding platforms are moving from personal tools to enterprise infrastructure, changing who writes code and how teams collaborate.
The Lisp Curse Spreads: Your Tech Ecosystem Faces the Same Predicament
Hacker News is buzzing about the "Lisp curse" spreading to more tech ecosystems: excessive language and framework flexibility leads to fragmented ecosystems and a lack of standard practices. This article analyzes its causes and the practical implications for developer tool selection and framework design.
AI Automated Penetration Testing Learning Roadmap: From Beginner to SRC in Practice
A complete AI automated penetration testing learning roadmap covering AI pentest basics, AI-assisted web vulnerability discovery, AI-driven automated pentesting, and SRC practice to build real-world security skills for the AI era.
Pi Agent Tutorial: How Minimalist Design Reshapes AI Agent Development
An in-depth look at Pi Agent's minimalist design philosophy: why it still draws high attention alongside Codex and Claude Code, from GitHub Star trends to extension mechanisms, with a Bilibili practical tutorial covering installation, configuration, and Agent development for beginners and advanced developers.
Codex in Practice: A Complete Guide to Enterprise-Grade Agent Skills Development
An in-depth analysis of a Bilibili Codex practical course covering core capabilities, agents.md configuration, MCP protocol, multi-agent collaboration, and enterprise plugin development—building a complete framework for enterprise AI coding tool adoption.
Claude Code in Practice: From Installation to MCP, Skills, and SubAgents
Claude Code tutorial: NPM install with Node.js prerequisites, using CC Switch to bypass account login and avoid bans, permission modes, built-in commands, MCP, Skills, SubAgents, and CLAUDE.md project files—helping developers move from natural language chat to structured AI coding workflows.
SpringAI+RAG Enterprise实战: Breaking Through Three Major LLM Bottlenecks
Based on the Bilibili SpringAI+RAG enterprise实战 tutorial, this article analyzes four major pain points of LLMs—knowledge cutoff, goldfish memory, hallucinations, and private data blind spots—and outlines the learning path, capability goals, and target audience for the Spring AI Alibaba+Milvus tech stack, helping Java developers enter AI application development at low cost.
Call Decision Model Jev from Python in 10 Minutes: Let AI Make Choices and Score
A Bilibili video tutorial shows how to call decision model Jev from Python: use No, Choice, and Score question types for yes/no judgments, classification, and scale ratings, and combine them into a low-cost AI customer service inbox, including practical tips on confidence thresholds for human handoff.
The Most Detailed Codex Tutorial on Bilibili: From Installation and Configuration to Real-World Pitfall Avoidance
Essence of the Bilibili beginner's Codex tutorial: from GPT account registration, Codex download and installation to login verification, network issue resolution, quota mechanism analysis, and Pro upgrade guide, with common pitfall avoidance methods so even beginners can get started quickly.
Vibe-coders: Time to Drain the Fluff From Claude-Written READMEs
Reddit user complains that Claude-generated GitHub READMEs from vibe-coders are verbose, low-density, and treat AI thinking as human docs. Analysis and fixes inside.
Instagram's Desktop Edits Launches: Editing Video with AI Agents
Instagram's video editing app Edits launches on macOS with MCP support, letting users connect their own AI agents to assist with video editing.
Control Feature Flags in Your Own Workflow with the WorkOS API
WorkOS opens its Feature Flags targeting API, letting developers add or remove organizations and users for flags from their own systems. This article examines the endpoint's purpose, the real semantics of removing targets, and practical engineering recommendations.
Full AI Comic Drama Workflow with WorkBuddy: 8 Steps from Zero to Final Cut
A complete eight-step WorkBuddy workflow for making AI comic dramas: topic planning, script and storyboard, image assets, video generation, voiceover, editing, and publishing, plus WorkBuddy's expert-skill mechanism and tips for summoning experts one by one. Suitable for beginners.
Codex Practical Tutorial: From Installation to Multi-Agent Collaboration
Based on a Bilibili Codex practical tutorial, this article systematically covers installation and configuration, CLI interaction, slash commands, AGENTS.md architecture, the MCP protocol, multi-agent collaboration, and enterprise plugin development, helping developers understand engineering usage of AI Agents.
AI Agent Practical Guide: Building an Enterprise-Grade Agent from Scratch
A beginner-friendly guide to AI Agents: the difference from traditional programs, the perception-decision-action loop, technical evolution, the enterprise tech stack (LLM, tool calling, memory, RAG), and use cases.
AI Reverse Engineering in Practice: DeepSeek + Skill Automatically Cracks WeChat Login Encryption Logic
A Bilibili creator demonstrates using DeepSeek with reverse engineering Skills and MCP tools to automatically trace and confirm the WeChat login password field uses MD5, UTF-8, and 32-character lowercase hex—without writing any code.