#engineering judgment
1728 related articles
Research·3 min
Inside Cursor Composer 2 Training: A Complete Breakdown of Its Distributed Reinforcement Learning Architecture
Deep dive into how Cursor trained Composer 2 on Fireworks: async pipeline architecture, MoE numerical precision challenges, Router Replay, and global distributed GPU coordination.
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Tutorials·2 min
Codex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
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Industry Insights·2 min
GPT-5.5 Reduces Error Rate by 46% in Databricks Document Parsing: Real-World Data and Architecture Breakdown
Databricks tests show GPT-5.5 cuts error rates by 46% in complex document parsing, the only model to break 50% accuracy. Detailed analysis of its breakthroughs in numerical parsing and multi-agent architecture.
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Product Reviews·1 min
ECC: A Unified AI Programming Operating System for Claude Code, Codex, and Cursor
ECC (Enhanced Claude Code) is an open-source AI programming OS that unifies Claude Code, Codex, and Cursor through a five-layer architecture with 246 skills, 61 Agents, and selective installation.
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Tech Frontiers·1 min
Devin Launches Multi-Instance Parallel Mode: AI Programming Evolves from Solo Operations to Army-Scale Collaboration
Devin launches multi-instance parallel mode, letting developers dispatch multiple AI Agents for different tasks simultaneously. Analysis of its impact on development efficiency and how multi-Agent collaboration redefines the developer role.
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Industry Insights·2 min
How MCP Becomes a Deep Extension Point for Agent Platforms: Architecture Design and Practice
Deep dive into MCP protocol architecture in Agent platforms, covering MCP Proxy design, tool invocation for human-in-the-loop collaboration, permission integration, and advantages over Skill approaches.
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Industry Insights·1 min
The Claude Code Performance Degradation Controversy and 6 Open-Source Tools Worth Watching
Deep analysis of the Claude Code performance degradation controversy caused by thought summarization, plus open-source tools: Mautica AI Agent platform, Hitry spreadsheet engine, and more.
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Tutorials·1 min
SourceCheck: Replace Copying with Citations to Build Verifiable and Trustworthy LLM Output
SourceCheck is an open-source tool that replaces bulk copying with metadata citation protocols, combining deterministic verification and self-correction loops to solve LLM hallucination problems.
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Tutorials·2 min
Oz Platform in Practice: A Complete Configuration Guide for AI Agents That Auto-Earn Money and Fix Bugs
Complete guide to Oz agent orchestration: AI agents auto-update Udemy coupon pages for $1K+/month passive income and auto-fix GitHub bugs via triggers, environments, and skills.
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Tutorials·2 min
OpenClaw in Practice: A Complete Guide to Building Three Enterprise-Grade AI Digital Workers in Two Weeks
Learn how to build enterprise-grade AI digital workers with OpenClaw, including a full recruitment automation AI HR Assistant, technical architecture, and offline deployment.
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Tutorials·2 min
AI Keeps Going Off-Track? Use Code to Compile Your Materials into Task Context
AI answers always off-track? The problem isn't the model — it's your input. Learn how context compilation scripts transform scattered materials into structured task context, boosting AI output quality from 2 to 90 points.
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Tutorials·1 min
DeepSeek Auto-Analyzes TikTok's Encrypted Parameters: A Practical AI-Assisted Reverse Engineering Tutorial
Learn how DeepSeek V4 automatically analyzes TikTok's JS encryption parameters, including X-Bogus signature reconstruction and 600+ line environment emulation code generation.
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Tutorials·2 min
Vibe Coding in Practice: Recreating Infinity Craft Element Alchemy Game with AI
A detailed guide on recreating Infinity Craft element synthesis game from scratch using Vibe Coding with Vite+React+DeepSeek LLM, covering architecture, caching, drag-and-drop, and AI integration.
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Tutorials·2 min
5 Real Cases of Ordinary People Making Money with AI: A Replicable Path to $2,000+/Month
5 real cases of ordinary people monetizing AI tools — covering AI writing, design, and agent development — with replicable methods for earning $2,000–3,000+/month.
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Product Reviews·2 min
Trae Deep Dive: ByteDance Launches China's First AI-Native IDE — How Will It Transform the Programming Industry?
ByteDance launches Trae, China's first AI-native IDE, integrating Doubao, DeepSeek, and Claude 3.7. A deep dive into its Chat and Build modes, impact on outsourcing, and what it means for developers.
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Industry Insights·2 min
What Is Vibe Coding? How AI Is Reshaping the Role and Future of Software Engineers
Vibe Coding lets non-technical users generate code with natural language. Learn how AI coding tools boost productivity by 30-50% and reshape engineer roles.
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Expert Opinions·3 min
AI Democratization Is a Myth: If You Can't Ride a Bicycle, an E-Bike Will Only Make You Crash Harder
Can AI programming tools really let beginners build products directly? This article uses a cycling metaphor to reveal the truth about AI democratization: tools are accessible to all, but balance can't be skipped.
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Industry Insights·2 min
"Directional Accuracy" in AI Predictions: Why It's More Valuable Than Precise Forecasting
What is directional accuracy? This article explains its core value in AI, with cases from deep learning's rise and emergent abilities in large models, exploring how to make directionally correct tech predictions.
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Industry Insights·2 min
A New Self-Marketing Tactic in AI: Can a Recommendation List Featuring Only Yourself Go Viral?
An AI blogger posts a "top 13 people to follow" list naming only himself. Analyzing the self-deprecating marketing strategy, attention economy dynamics, and how to identify truly valuable AI practitioners.
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Expert Opinions·2 min
AI-Assisted Design with Claude: Enabling Anyone with a Vision to Create Professional-Grade Work
Exploring how Claude democratizes design by lowering technical barriers. From traditional design's skill walls to AI-assisted design's vision-driven paradigm shift and new opportunities for indie developers.
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