#embedded development
896 related articles
·7 min
A New Core Skill for Programmers: How to Effectively Lead Your AI Agent Dev Squad
Coding alone isn't enough anymore. Learn the 5 key steps to commanding AI Agents—define outcomes, split tasks, provide context, iterate small, and keep humans in the loop.
Read more →
·7 min
Complete Guide to OpenCode: Installation, Configuration, and Custom Commands in Practice
A systematic guide to OpenCode, the open-source terminal AI coding tool: installation methods (including WSL), model configuration, rules files, Agent types, custom commands, and MCP tool extensions.
Read more →
·6 min
Dify Self-Hosted Deployment in Practice: Building an Enterprise-Grade AI Application Platform from Scratch
A complete guide to self-hosting Dify, the open-source AI platform: environment setup, Docker Compose deployment, LLM integration, and app building. Runs on just 2 cores and 4GB RAM.
Read more →
·6 min
GitHub Advisory Database Hits Historic Record: How to Address the Flood of Vulnerabilities in Software Supply Chain Security
GitHub Advisory Database hits historic vulnerability submission records, reflecting systemic security pressure on open-source supply chains. A deep analysis of driving factors, response strategies, and practical recommendations.
Read more →
·7 min
AI Agent Code Execution Sandbox Selection Guide: In-Depth Comparison of E2B and Four Other Solutions
In-depth comparison of five AI Agent code execution sandbox solutions—E2B, Daytona, Modal, Cloudflare Sandbox, and Vercel Sandbox—across isolation, cold start latency, state management, and pricing.
Read more →
·8 min
The Enterprise AI Flywheel: Building a Model-Eval Loop as a Competitive Moat
The core of enterprise AI isn't calling general models—it's building a self-reinforcing "model-harness-sandbox-eval" flywheel. This article analyzes the four components, tacit knowledge moats, and the "token value per watt" efficiency metric.
Read more →
·7 min
Linked Context: How AI Agent Skills Can Point to the Entire Open Web
Deep dive into Skill Studio's "Linked Context" mechanism—skill files become real-time URL fetches instead of pre-loaded copies, extending AI Agent progressive disclosure to the entire open web.
Read more →
·6 min
The New Normal of AI Programming: How Autonomous Agent Development Is Reshaping Software Engineering
AI Agent autonomous programming is evolving from niche experiments to the industry default. This article analyzes the three stages of AI-assisted programming, its impact on developer skills, process restructuring, and key challenges.
Read more →
Perplexity Integrates Forge Private Ma…
·3 min
Perplexity Integrates Forge Private Market Data, Accelerating Push into Professional Financial Research
Perplexity integrates Forge Global private market data into Perplexity Computer, enabling direct queries on pre-IPO valuations. A deep dive into the strategy, data moat logic, and AI's push into professional financial research.
Read more →
·3 min
Cursor in Action: A Complete Guide to Building Python Projects with AI from Scratch
Learn how to build a Python student management system from scratch using Cursor AI — covering Agent/Ask/Manual modes, Claude model selection, auto error fixing, and environment setup.
Read more →
·3 min
Claude Code Session Management Guide: Five Core Features — Resume, Naming, Browsing, Branching, and Export
A complete guide to Claude Code's five core session management features: resume, naming, browsing, branching, and export. Master shortcuts and context management for an efficient AI coding workflow.
Read more →
Expert Opinions
When AI Treats Humans as Subagents: Ro…
·4 min
When AI Treats Humans as Subagents: Role Reversal and Hidden Risks in Human-AI Collaboration
Exploring the paradigm shift where humans become "subagents" in AI Agent architectures. Analyzes human node design in LangChain and AutoGen, and the risks of ceding control and cognitive atrophy.
Read more →
Industry Insights·2 min
IRS Fully Embraces Claude AI, Accelerating Federal Government's AI Adoption
The IRS is recruiting staff with 24/7 Claude AI access, marking Anthropic's breakthrough into the federal government. Explore the strategic implications and tax use cases.
Read more →
Tech Frontiers·4 min
Claude Slack Agent Upgrade: Multiplayer Collaboration, Proactive Responses, and Persistent Memory Explained
Anthropic upgrades Claude's Slack integration with multiplayer collaboration, proactive responses, and persistent memory — transforming AI from a passive tool into a true team partner.
Read more →
·3 min
How MCP Enables AI Agents to Automatically Follow Design Systems
How MCP connects design systems with AI Agents for real-time spec queries and automatic compliance. Covers context engineering, MCP architecture, and AI-driven development.
Read more →
·4 min
Claude Code: A Complete Guide from Terminal Anxiety to AI Programming Mastery
Complete beginner's guide to Claude Code terminal version: master terminal basics, interactive sandboxes, Skills, MCP protocol, and sub-agent automation.
Read more →
·3 min
Gemini 3.5 Flash Automatically Generates Jet Lag Recovery Plans: A Full Walkthrough from Email to Calendar
Gemini 3.5 Flash auto-extracts flight info from Gmail, generates personalized jet lag recovery plans, and syncs them to Google Calendar. Full workflow review and AI implications.
Read more →
·3 min
CodeRabbit vs DeepSource vs Greptile: In-Depth Comparison of AI Code Review Tools
In-depth comparison of CodeRabbit, DeepSource, and Greptile — three leading AI code review tools analyzed across context understanding, static analysis, and architecture awareness to help teams choose the right solution.
Read more →
·3 min
Getting Started with Claude Code: AI Programming Tools Comparison & Core Principles Explained
In-depth comparison of Claude Code, Cursor, and Codex AI programming tools, with practical guidance on AI Coding principles and Vibe Coding methodology to boost development efficiency.
Read more →
·2 min
Install and Configure Claude Code in Three Commands
Complete guide to Claude Code installation: three npm commands for one-minute setup, plus DeepSeek API configuration for low-cost AI programming assistance.
Read more →