#Agent View
2742 related articles
·2 min
GPT-5.6 Hands-On Review: Analyzing the Agent Capabilities Behind Its #1 Ranking on the Frontend Development Leaderboard
GPT-5.6 SoulX High tops the frontend dev leaderboard at 1636 points with Agent Arena rank #2. Hands-on tests of portfolio pages and mystery games reveal its task decomposition and self-correction capabilities.
Read more →
·7 min
The Complete Guide to LLM Application Engineer Interviews: Six High-Frequency Topics in the Agent Domain
A focused guide to the core interview topics for LLM application engineers, covering agent architecture, Multi-Agent, Langfuse evaluation & tracing, security, and RAG optimization.
Read more →
·7 min
The Complete Guide to LLM Application Engineer Interviews: Six High-Frequency Agent Topics
A focused guide to core LLM application engineer interview topics, covering agent architecture, Multi-Agent, Langfuse evaluation, security, and RAG optimization.
Read more →
·3 min
Pi Agent Review: A Minimalist Coding Agent That's Lightweight, Efficient, and Highly Customizable
Pi Agent hands-on review: ~1,200 token overhead, no built-in system prompts, supports Codex/Grok and more. Compared to Claude Code and OpenCode, Pi Agent wins with minimalist design and full customizability.
Read more →
·3 min
OpenCode In-Depth Review: Can This Open-Source Coding Agent Replace Claude Code?
OpenCode is an open-source terminal coding agent with 180K+ GitHub stars, supporting hundreds of models and a dual-layer agent architecture — completely free. See how it compares to Claude Code.
Read more →
·2 min
GPT-5.6 Soul In-Depth Review: Can Multi-Agent Programming Mode Reshape the AI Development Tools Landscape?
GPT-5.6 Soul review: Super Mode hits 91.9% on TerminalBench. We break down multi-agent scheduling, benchmark controversies, and real-world dev tool comparisons.
Read more →
·3 min
ShunCode In-Depth Review: Local Agent Execution + Bridge Mode Turns ChatGPT into Your Programming Brain
ShunCode is a VS Code-based AI code editor that connects ChatGPT to a local Agent execution system via Bridge Mode, enabling full-loop code reading, editing, and testing with Diff approval and MCP support.
Read more →
·3 min
In-Depth Review of GPT 5.6 Soul: Sub-Agent Systems, Government Review, and Competitor Comparison
In-depth analysis of GPT 5.6 Soul: multi-sub-agent parallel architecture, Ultra Mode coding in practice, the controversy behind its 91.9% Terminal Bench score, and the trend of frontier AI entering government review.
Read more →
·6 min
OraAgent Hands-On Review: End-to-End Automation of Foreign Trade Prospecting Emails — From Finding Customers to Sending Emails in One Click
A hands-on review of how OraAgent (AI assistant Aura) automates the entire foreign trade prospecting email workflow: auto-searching customers, prioritizing quality leads, batch-generating personalized emails, and one-click sending to cut acquisition costs.
Read more →
·4 min
A Complete Breakdown of the Engineering Challenges Behind RAG and Agent Interview Questions
Resume full of RAG and Agent but keep failing interviews? The issue is you only run demos and can't explain production engineering challenges. This article breaks down data cleaning, hybrid retrieval, hallucination protection, and agent loop breakers.
Read more →
·4 min
Why General-Purpose Agents Don't Work: How a Job Interview Reshaped One Developer's Thinking
An Agent developer's three-round interview reveals why general-purpose Agents are a dead end for startups. The path forward: vertical Agents, domain context, and iteration speed as a moat.
Read more →
·7 min
6 Core Standards of a High-Value Agent Project That Impress Interviewers
Most Agent projects lack competitiveness in interviews due to missing business value and engineering depth. This article breaks down the 6 core standards of high-value Agent projects.
Read more →
·4 min
LLM Job Interviews: Multi-Agent and Harness Engineering Are Now Must-Know Topics
Deep analysis of LLM job interview essentials: Multi-Agent architecture, Harness engineering, Agent Loop, sandbox isolation, and memory management with career transition tips.
Read more →
·3 min
Agent PR Governance: Five New Rules for AI Code Review
Explore the five core dimensions of GitHub Copilot's Agent PR governance framework: validation, review depth, repo instructions, attribution, and release-note accountability for AI code review.
Read more →
·2 min
Illusion Code In-Depth Review: 34+ Tools and 7 Agents Working in Harmony as an AI Coding Assistant
In-depth review of Illusion Code CLI AI coding assistant: 34+ core tools, 7 specialized Agents, three permission modes, and Chinese ecosystem support, compared with Claude Code, Codex, and OpenCode.
Read more →
·2 min
Nex N2 Pro In-Depth Review: How Does This Chinese Open-Source Agent Model Really Perform?
In-depth review of Nex N2 Pro, a Chinese open-source Agent model. Covers frontend code generation, Agent workflows, and benchmark comparisons, revealing gaps between official claims and independent tests.
Read more →
·3 min
DeepSeek ZOI In-Depth Review: An Open-Source Local AI Agent Desktop Workspace
In-depth review of DeepSeek ZOI open-source desktop app covering Code Mode coding Agent, Write Mode, Cone Runtime optimization, setup guide, and cost comparison with Codex and Claude Code.
Read more →
·3 min
Antigravity 2.0 In-Depth Review: A Multi-Agent Collaboration Platform Powered by Gemini 3.5 Flash
In-depth review of Google's Antigravity 2.0 desktop Agent app, testing Gemini 3.5 Flash code generation, scheduled task automation, and dynamic Sub-agent parallel collaboration features.
Read more →
·2 min
ZCodeAI Free AI Agent Tool Review: Multi-Model Aggregation at Zero Cost
Detailed review of ZCodeAI, a desktop AI Agent tool by ZhiPu featuring free built-in models like DeepSeek V4 Flash and Xiaomi MiMo, with multi-model aggregation and no API Key required.
Read more →
·2 min
AI Automated Review Becomes the Default: How a Sub-Agent Classifier Achieves 97% Accuracy
AI agent auto-review is now default for all users. A classifier subagent achieves 97% accuracy with three-tier safety decisions. Deep dive into how it works and its impact on AI safety.
Read more →