#distributed consensus
165 related articles
·3 min
The Complete Guide to Vibe Coding: Turn Ideas into Products with AI — No Coding Required
A complete guide to Vibe Coding: from idea to PRD, UI design, and working code using AI tools like Gemini, Figma Make, and Cursor — no coding skills needed.
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·3 min
7 Practical Configurations for Claude Code + Codex Dual-AI Collaboration
7 practical configurations for Claude Code + OpenAI Codex dual-AI collaboration, from dual-window switching and official plugins to Skills evolution and bidirectional MCP Servers.
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·2 min
5x Returns on an Early-Stage AI Fund: The Trust and Returns Game in Venture Capital
A VC's early-stage AI fund hits 5x returns after being doubted. Explore what VC return multiples mean, the trust paradox facing emerging managers, and key AI investment insights.
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·3 min
Deep Module Architecture in Practice: Fixing a Codebase Wrecked by AI
Is AI-assisted coding making your codebase messier? Learn deep modules, seams, and adapters from A Philosophy of Software Design to systematically fix your architecture.
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·4 min
AI Engineering in Practice: The Right Way to Build Enterprise Projects with Claude Code
Learn how to use Claude Code with Specification-Driven Development (SDD) to build enterprise projects, solving common AI coding pitfalls like infinite bug loops, code quality issues, and hallucination risks.
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·3 min
SpaceX: A Multi-Dimensional Analysis of Engineering Marvels, Business Revolution, and the Mars Vision
A deep multi-dimensional analysis of SpaceX covering engineering breakthroughs, business revolution, organizational culture, and the Mars colonization vision that is redefining the boundaries of human space exploration.
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·3 min
AI Agent Hands-On Learning Path: A Complete Guide from Beginner to Enterprise-Level Development
A systematic AI Agent development learning roadmap covering prompt engineering, RAG, multi-Agent collaboration, tool calling, and more—with phased learning advice and 28 hands-on project references.
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·3 min
9 Failure Modes and Best Practices Guide for the GrillMe Skill
Deep dive into 9 common failure modes of GrillMe and GrillWithDocs skills, covering scope control, question fidelity, model selection, parallel sessions, and more best practices.
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·2 min
OpenAI Acquires Ona: Codex Enters a New Era of Cloud-Based Asynchronous Execution
OpenAI acquires Ona to integrate secure cloud execution into Codex, enabling AI coding agents to run long background tasks. Analysis of the deal's technical impact and the async AI agent trend.
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·3 min
HarmonyOS 7 Developer Beta Launches: A Deep Dive into System-Level Transformation for the Agent Era
HarmonyOS 7 developer Beta launches, claiming to be the world's first AI-native OS. Deep analysis of Xiaoyi Agent, StarShield security, Galaxy Interconnect, and the OS AI competition landscape.
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·2 min
Struggling to Deploy AI Agents? Engineering Is the Key to Going from Demo to Product
57% of projects have deployed AI Agents, but 40% will be killed. This article analyzes the engineering methodology for taking AI Agents from Demo to enterprise product, covering the full process from requirements to deployment.
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·3 min
LangChain Beginner's Guide: From Environment Setup to RAG — A Complete Hands-On Walkthrough
A systematic guide to LangChain covering environment setup, model invocation, Prompt Templates, Output Parsers, LCEL chain expressions, and hands-on RAG implementation for beginners.
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·2 min
Duel Agents: Multi-AI Agent Competition Mechanism That Automatically Selects the Most Cost-Effective Coding Solution
Duel Agents uses multi-model parallel competition and recursive task decomposition as a routing layer before tools like Claude Code, automatically selecting the most cost-effective AI coding result with claimed 70% savings.
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·4 min
Cursor Composer2 Training Revealed: A Complete Guide to Distributed Reinforcement Learning Engineering
Deep dive into how Cursor trained Composer2: two-stage architecture, global distributed clusters, MOE numerical alignment, simulation anti-cheating, and more.
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·4 min
Agent Development Learning Roadmap: A Four-Stage Systematic Guide from Beginner to Practitioner
A systematic four-stage learning roadmap for AI Agent development, covering core concepts, classic paradigms like ReAct, multi-agent collaboration frameworks, and hands-on projects to master Agent development skills in 2-3 months.
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Tech Frontiers·3 min
Windsurf Rebrands as Devin Desktop: A Complete Breakdown of the Multi-Agent Collaborative IDE Platform
Windsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
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Tutorials·4 min
Building an Independent E-commerce Site from Scratch with Codex: WordPress + Next.js + Cloudflare in Practice
Senior developer Zhai Lujia demonstrates building an overseas e-commerce site from scratch using OpenAI Codex with Headless WordPress + Next.js + Cloudflare Worker architecture, covering AI collaboration methods and agents.md strategies.
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Tutorials·3 min
Learn AI Agents in 30 Days: A Four-Stage Learning Roadmap from Zero to Production
A systematic breakdown of the AI Agent learning roadmap covering core architecture, ReAct/CoT paradigms, multi-agent collaboration, and Prompt optimization across four stages with quality resource recommendations.
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Industry Insights·3 min
Is the Left-Right Divide Obsolete? The Political Spectrum Is Being Restructured in the Information Age
1960s hippie positions are now labeled far-right. This article explores why the left-right political divide has failed, examining algorithmic tribalization, AI's reshaping of information power, and the need for multidimensional frameworks.
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Industry Insights·2 min
The Dutch Dropping Tradition: Leaving Kids in the Forest to Teach a Lesson for the Digital Age
The Dutch tradition of Dropping has teens navigate forests without phones or GPS. This seemingly hardcore approach reveals deep lessons about offline survival skills, spatial cognition, and teamwork in the AI age.
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