#Agent testing
2098 related articles
Product Reviews·2 min
Google AntiGravity 2.0 In-Depth Review: Desktop App, Go-Rewritten CLI, and Gemini 3.5 Flash Hands-On
In-depth analysis of Google I/O 2026's AntiGravity 2.0 desktop app, Go-rewritten CLI, and Gemini 3.5 Flash model. Covers multi-agent workflow testing, benchmarks, and competition with Claude Code/Cursor.
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Tutorials·2 min
Practical Guide to Building a Dual-Terminal Skill System with Cursor + Claude Code
A solution for Skill system conflicts in Cursor and Claude Code dual-terminal development using a three-layer directory architecture for Opus and DeepSeek differentiated configuration.
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Deep Dives·2 min
How NVIDIA's Multi-Agent System Automates Financial Signal Discovery
Deep analysis of NVIDIA's multi-agent system for quantitative financial signal discovery, covering architecture design, LLM financial reasoning, and automated backtesting iteration.
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Deep Dives·2 min
Harness Engineering Explained: The Third Paradigm Shift in AI Engineering
Deep dive into Harness Engineering: the evolution from Prompt Engineering to Context Engineering to Harness Engineering, comparing Anthropic and OpenAI's different approaches to AI Agent development.
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Tutorials·2 min
OpenCode + LLM Automated Environment Patching: A Complete JS Reverse Engineering Workflow
Learn how to use OpenCode with DeepSeek LLM and System Prompts to automate JS reverse engineering environment patching for Taobao, Xiaohongshu, and more.
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Tutorials·2 min
AI LLMs Auto-Patching Browser Environments: A Practical Guide to 10x JS Reverse Engineering Efficiency
Learn how to use AI LLMs like DeepSeek with System Prompts to auto-patch JS browser environments for reverse engineering, covering major platforms with 10x efficiency gains.
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Industry Insights·2 min
3,500 Enterprise AI Use Cases Reveal: Is AI Investment Actually Worth It?
Survey of 1,000+ enterprises and 3,500 AI use cases reveals: 44% see moderate ROI, 37% see high ROI. AI Agent adoption surged from 11% to 42%. Coding and risk use cases top the charts.
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Product Reviews·2 min
CodeGraph: Give AI a Code Map to End Blind Searching in Large Repositories
CodeGraph is a local code semantic indexing tool that provides AI coding agents with code relationship maps via MCP, reducing costs by 35% and tool calls by 70% in large repositories.
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Deep Dives·1 min
Qwen3.7 Max Deep Dive: How a 1T-Parameter MOE Architecture Creates the Ultimate Agent Foundation
Deep analysis of Alibaba's Qwen3.7 Max: 1T parameters, MOE architecture, 256K context, leading in agent programming, reasoning, and multilingual tasks with full LangChain/CrewAI compatibility.
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Tech Frontiers·2 min
Qwen3.7 Max Deep Dive: 1T Parameter MoE Architecture with Full Agent Framework Compatibility
Deep analysis of Alibaba's Qwen3.7 Max: 1T-parameter MoE architecture, 256K context window, leading agent programming capabilities, full framework compatibility, and the model-vs-harness industry debate.
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Tutorials·3 min
Codex Desktop Tutorial: Complete Breakdown from Installation to Interface Features
Complete breakdown of OpenAI Codex Desktop: installation, three-panel interface, plugin system, automation features, and more to help beginners master this all-in-one AI desktop assistant.
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Deep Dives·1 min
Gemini 3.5 Flash Deep Dive: Google's AI Agent Execution Engine
Google I/O 2025 unveils Gemini 3.5 Flash—4x faster than frontier models, outperforming its own flagship on coding and Agent benchmarks. Deep dive into its core capabilities and industry impact.
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Product Reviews·1 min
DeepSeek V4 vs Qwen3.6 Real-World Testing: In-Depth Comparison Across 8 Categories and 150 Scenarios
BenchLocal real-world testing of DeepSeek V4 Pro, V4 Flash vs Qwen3.6 27B across 8 categories and 85 scenarios. V4 Pro leads by 6% but stumbles on math reasoning. Qwen3.6 Q6 rivals V4 Pro in agent tasks.
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Product Reviews·1 min
Qwen3.6 Quantized Local Deployment Benchmark: Which Is Best — NVFP4, APEX, Q4, or Q6?
Benchmarking 7-8 Qwen3.6 quantized models across 8 dimensions including tool calling, CLI ops, and bug fixing. Comparing NVFP4, APEX, Q4, Q6 with rankings and recommendations.
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Product Reviews·2 min
GitHub Copilot CLI In-Depth Review: A Free Terminal Coding Agent Powered by Claude Sonnet
In-depth review of GitHub Copilot CLI public preview: a free terminal coding agent powered by Claude Sonnet with no rate limits, tested against Claude Code across four real coding tasks.
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Deep Dives·2 min
Does Claude Code Save Your Code? A Complete Privacy Policy Breakdown
Deep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
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Tutorials·2 min
VS Code Claude Code + DeepSeek V4 Pro Configuration Tutorial (5 Steps)
Step-by-step tutorial: Connect VS Code's Claude Code plugin to DeepSeek V4 Pro via CCSwitch, bypassing auth limits and cutting AI coding costs to 25%.
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Deep Dives·2 min
How Fast Is 10 Tokens Per Second from an LLM? An Open-Source Tool for Visualizing Token Generation Speed
An open-source tool lets you visualize LLM token generation speeds from 5-800 TPS, helping developers make rational choices about model selection and inference optimization.
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Tech Frontiers·1 min
Claude 4 Launch: Opus and Sonnet Dual Models Explained, Coding Agent Capabilities Fully Upgraded
Anthropic launches Claude 4 Opus and Claude 4 Sonnet. Claude Code goes GA with IDE integration and SDK. MCP protocol connects directly to API. Full breakdown of coding and agent upgrades.
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Product Reviews·1 min
Claude 4 Hands-On Review: In-Depth Comparison of Opus 4 and Sonnet 4
First hands-on review of Claude 4 series: multi-dimensional comparison of Opus 4 and Sonnet 4 across coding, document analysis, reasoning, and AI Agents, with benchmarks against GPT-4o and Gemini 2.5 Pro.
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