#engineering reliability
1113 related articles
Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
Read more →
Tutorials·2 min
Codex Computer Use Tutorial: Let AI Automatically Control Your Computer to Complete Tasks
A detailed guide to OpenAI Codex's new Computer Use feature: setup, configuration, and practical demos including AI-controlled app launching and commanding Cursor to create projects, plus privacy tips.
Read more →
Expert Opinions·3 min
Claude Code Creator Shares 3 Battle-Tested Tips: Treat AI Like a Team
Claude Code creator Boris Cherny shares 3 power tips: parallel multitasking, Loop execution, and self-verification feedback loops. Transform your AI from a passive tool into a 24/7 automated dev team.
Read more →
Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
Read more →
Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
Read more →
Deep Dives·1 min
TradingAgents-Astock: In-Depth Analysis of an Open-Source Multi-Agent Investment Research Framework for China's A-Share Market
In-depth analysis of TradingAgents-Astock, an open-source multi-Agent investment research framework for China's A-shares with 7 analysts, quality gates, and zero-cost data sources.
Read more →
Deep Dives·2 min
Hermes Agent: Complete Breakdown of 87 Built-in Skills — 7-Layer Architecture & Priority Guide
Deep dive into Hermes Agent V0.13.0's 87 Built-in Skills reorganized into 7 functional layers with priority guidance. Find the 17 core Skills worth learning first.
Read more →
Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
Read more →
Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
Read more →
Tutorials·3 min
3 Prompting Strategies to Guide AI Toward Original Solutions | With Rocket Thruster Case Study
How to use prompt engineering to make AI break from conventional solutions and create unique paths? This article details three strategies—exclusion, constraint-driven, and multi-round iteration—with a real generative design rocket thruster case.
Read more →
Tutorials·5 min
Can't Use Claude Code? Hands-On Guide to Accessing Opus 4 via Cursor and Windsurf
Can't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
Read more →
Product Reviews·4 min
Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.
Read more →
Product Reviews·5 min
Nano AI Agent Hands-On Review: Real Experience and In-Depth Evaluation of Free MCP Tools
In-depth hands-on review of Nano AI agent with Guizhou travel guide and Pop Mart business analysis tasks. Free MCP tools, zero setup, 10-min reports with detailed pros/cons analysis.
Read more →
Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
Read more →
Deep Dives·2 min
The MARVIS Project: A Complete Analysis of Embedded AI Agents Empowering Autonomous Space Exploration
Deep dive into how the MARVIS project deploys LLM agents on spacecraft, covering agent architecture, edge hardware token performance benchmarks, expert evaluations, and space AI benchmark planning.
Read more →
Tutorials·3 min
Grammar-Constrained Decoding: A Practical Guide to Generating Reliable Bash Code with Small Models
Deep dive into Grammar-Constrained Decoding (GCD) technology: applying Bash syntax constraints during inference to dramatically improve small language models' code generation correctness and executability for AI Agent edge deployment.
Read more →
Product Reviews·5 min
DeepClaude Open Source Analysis: DeepSeek + Claude Dual-Model Collaborative Code Generation
Deep dive into DeepClaude, a 2800+ Star open source project combining DeepSeek R1 reasoning with Claude 3.7 Sonnet code generation for superior AI output.
Read more →
Deep Dives·4 min
Codex Is More Than Code: A Complete Analysis of How OpenAI's Agent Is Reshaping Knowledge Work
OpenAI Codex has evolved from a coding tool into a general-purpose AI agent covering project management, information synthesis, and personal automation. Deep dive into real usage, /goal mode, enterprise security, and tips.
Read more →
Tutorials·3 min
Claude Code Sub Agents in Practice: Reproducing Kiro's Spec-Driven Development Workflow in Three Minutes
Learn how Claude Code's new Sub Agents feature enables spec-driven AI development by creating three specialized agents (Architect, Planner, Engineer) to reproduce Kiro IDE's workflow with a TodoList demo.
Read more →
Tutorials·4 min
Anthropic's Official Agent Building Guide: A Complete Breakdown of Workflows vs. Agents
Deep dive into Anthropic's Building effective agents guide: workflow vs. agent distinctions, the technical selection pyramid, and framework pitfalls for building efficient LLM agents.
Read more →