#citizen developer
126 related articles
·4 min
Claude Code New Features Deep Dive: Remote Control, Multi-Agent Parallelism, and Auto Memory
Deep dive into Claude Code's major new updates: Remote Control for session takeover, Auto Mode to reduce interruptions, multi-agent code review, Auto Memory, and Routines for cloud automation workflows.
Read more →
·3 min
Hermes Agent Complete Guide: Windows WSL Deployment + WeChat Integration
Step-by-step guide to deploying Hermes Agent on Windows via WSL: covers Ubuntu setup, MiniMax model config, web UI, WeChat integration, and key pitfalls to avoid.
Read more →
·4 min
Tencent Marvis Hands-On: How Multi-Agent AI Takes Over Your Computer
Deep dive into Tencent's Marvis AI agent: multi-agent architecture, intelligent file organization, document analysis, cross-device sync, and local privacy mode explained.
Read more →
·7 min
App Builder: Generate Runnable Applications from a Single Sentence — A New Paradigm in AI Programming Tools
App Builder generates single-file runnable apps from natural language, with real-time sandbox preview and conversational revision. Deep analysis of its workflow, architecture, limitations, and costs.
Read more →
·7 min
Vibecoding in Practice: How to Guide AI to Precisely Borrow from Open-Source Projects Without Going Off Track
In AI-assisted coding, having AI borrow from open-source projects often leads to wholesale copying. This article uses the GapGun audio tool as a case study to show how to set borrowing boundaries and guide AI precisely.
Read more →
Industry Insights·7 min
The IRS Mobile App Debate: A Trust Crisis in Government Digital Transformation
The IRS's proposed mobile app has sparked heated debate. This article analyzes the core arguments, exploring data security, privacy, and the trust crisis in government digital transformation.
Read more →
Industry Insights·3 min
OpenAI's Internal Codex Usage Surges 56x — AI Coding Is Eating Everything
OpenAI reveals internal Codex usage data: Research up 56x, Customer Support 32x, Engineering 27x, Legal 13x since Nov 2025. AI coding tools are penetrating every department faster than expected.
Read more →
AI's Impact on the Job Market: Billion…
·2 min
AI's Impact on the Job Market: Billions of Jobs Facing Disruptive Transformation
AI is rapidly disrupting the global job market, threatening billions of roles from content creation to programming. Explore the risks, opportunities, and strategies for navigating this transformation.
Read more →
·3 min
Python Beginner's Guide from Scratch: Why Python Is Your Best Choice
A complete Python beginner's guide covering language features, six ideal learner profiles, and seven application areas. Discover why Python is the best choice for coding beginners and AI learners.
Read more →
·3 min
Three-Layer Workflow Optimization for Claude Code: Requirements Extraction, HTML Specs, and Embedded Verification in Practice
Anthropic engineer Arno shares a Claude Code workflow: AI-driven requirements extraction, HTML specs over Markdown, and DOM-embedded verification to boost AI-assisted coding efficiency.
Read more →
·4 min
Deep Dive into Six AI Development Tools: Loop Recipe Library, Vercel Agent Framework, and More
Deep analysis of Loop workflow recipes, Vercel's open-source Agent framework, Pyker AI-native project management, Arrow P2P tool, DBX database client, and NVIDIA's Skill Spectre security tool.
Read more →
·3 min
Claude AI Builds a FiveM Server from Scratch: Full RP Server Setup Test
Real test of Claude AI building a complete FiveM RP server from an empty folder, covering Qbox framework, economy, police jobs, housing, and phone systems.
Read more →
·2 min
Interactive Essays: A New Content Creation Paradigm Worth Diving Into
Interactive essays blend text with visualizations and simulators for active learning. Explore their definition, cognitive science benefits, AI-era opportunities, and how to get started.
Read more →
·3 min
Complete Guide to Trae's Chat Features: Four Modes for Efficient AI Programming
A detailed breakdown of Trae AI IDE's four chat modes: Sidebar Chat, Inline Chat, Image Input, and Voice Input, with shortcuts, use cases, and practical tips.
Read more →
·3 min
Claude Fable 5 Global Ban: Deep Analysis of the AI Economic Chain Fracture Crisis
Claude Fable 5 banned globally just 3 days after launch. Deep analysis of the jailbreak controversy, AI supply chain fracture risk, Anthropic's fear marketing backfire, and local AI deployment strategies.
Read more →
·3 min
Hand-Written VBA Code vs. AI Voice Programming: How Big Is the Efficiency Gap Really?
A real-world Excel case comparing formulas, hand-written VBA, and AI voice programming for merging names by department — revealing massive efficiency gaps.
Read more →
·3 min
Complete Guide to the Coze Platform: Build AI Agents with Zero Code
A deep dive into ByteDance's Coze platform: zero-code AI agent development, China vs. international editions, use cases, and how non-technical users can quickly build AI applications.
Read more →
·2 min
The 4-Stage Roadmap for AI Application Development: A Career Transition Guide from Beginner to Senior Engineer
A 4-stage roadmap for AI application development: from Python and RAG basics to Agent cluster architecture, covering the core skills needed for career growth.
Read more →
·3 min
Anthropic's Fable 5 Halted by Emergency U.S. Government Ban: A Complete Breakdown
The U.S. government emergency-banned Anthropic's Fable 5 and Mythos 5 on national security grounds, with just 5 hours from notice to enforcement. Full analysis of the timeline, rationale, and industry impact.
Read more →
·3 min
AI Large Model Learning Roadmap Breakdown: Three Stages from Application Development to Model Fine-Tuning
Deep breakdown of a popular AI large model learning roadmap covering LangChain, RAG, Agent, and LoRA fine-tuning across three stages, with analysis of its strengths and limitations for career changers.
Read more →