#Agent testing
2083 related articles
Tutorials·2 min
LangChain Multi-Agent in Practice: End-to-End Automated Generation of API & UI Test Cases
Build a multi-agent testing system with LangChain and LangGraph for automated test case generation, intelligent review, and Playwright execution across 10 progressive projects.
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Product Reviews·1 min
Codex Remote Connection Explained: Control Your Mac to Write Code from Your Phone
OpenAI Codex desktop launches remote connection, letting users invoke Mac programming tasks via mobile ChatGPT. Full guide on setup, use cases, and architecture.
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Product Reviews·1 min
Codex vs Claude Code: Why I Switched Back After Six Months
After six months with Claude Code, I switched back to Codex. A real comparison of determinism, autonomy, parallel dev workflows, plus three configs to optimize Codex.
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Industry Insights·2 min
Google vs Codex vs Claude Code: A Deep Comparison of Three AI Coding CLI Approaches
Deep comparison of Google Gemini CLI, OpenAI Codex, and Claude Code — three AI coding tools taking divergent paths: platform OS, task queue command center, and UNIX toolchain.
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Expert Opinions·2 min
Token Maxing: YC CEO's Methodology for Achieving 400x Programming Efficiency with AI
YC CEO Gary Tan returned to coding after 13 years using Token Maxing with Claude Code, completing a $4M project in 5 days. Detailed breakdown of his 15 parallel agents, Plan-Eng-Review skills framework, and G-Stack open-source workflow.
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Tutorials·2 min
Antigravity Installation Guide: A Free AI Coding IDE with Gemini and Claude Models
Step-by-step guide to installing Antigravity IDE with free access to Gemini 3.1 Pro, Claude Opus, and more AI models for coding. Covers download, setup, and model testing.
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Tech Frontiers·2 min
Google's Mysterious Image Model Mondrian Exposed, Sonnet 4.5 to Be Discontinued
Google DeepMind's new image model Mondrian appears in Arena testing, matching GPT image generation; Anthropic to discontinue Sonnet 4.5; OpenAI shuts down fine-tuning API; ByteDance raises AI spending 25% to 200B RMB.
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Tutorials·2 min
Getting Started with Vibe Coding: The 3 Most Common Pitfalls Non-Technical Users Face When Building with AI
Vibe Coding lets non-coders build apps through natural language, but the biggest mistake beginners make is dumping all requirements on AI without step-by-step verification. Learn the correct approach.
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Tutorials·2 min
Google Anti-Gravity Agent Skills Hands-On Tutorial
Learn how to install and use Agent Skills in Google Anti-Gravity IDE, including official frontend design Skills, UI/UX Pro Max demos, and custom Skills creation.
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Tutorials·2 min
MiniMax M2.7 Free Access Guide: Zero-Cost AI Coding via NVIDIA Endpoint + Kilo CLI
MiniMax M2.7 is now available on NVIDIA's free endpoint. 230B parameter MoE architecture with 204.8K context. Learn how to connect via Kilo CLI for zero-cost AI coding.
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Product Reviews·2 min
OpenAI Open-Sources Codex Plugin: Call Codex for Code Review Inside Claude Code
OpenAI open-sources codex-plugin-cc, enabling Codex code review and task management directly in Claude Code. Full guide on setup, core commands, and real-world usage—5K GitHub Stars in 12 hours.
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Tutorials·2 min
Implementing Claude Code in Java: A Complete Beginner's Tutorial for AI Agent Development
An open-source project implementing Claude Code's core features in Java. Master AI Agent architecture, tool calling, task decomposition, and multi-Agent systems through 12 progressive lessons.
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Product Reviews·2 min
Claude Code Game Studios: 49 AI Agents Form a Complete Game Development Team
Claude Code Game Studios uses 49 AI Agents and 72 workflow commands to simulate a real game studio's three-tier hierarchy, supporting Godot, Unity, and Unreal, giving solo devs a full team's capability.
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Tech Frontiers·1 min
GPT-5.4 In-Depth Review: Native Computer Use, Unified Reasoning & Coding — OpenAI Reclaims the Throne
GPT-5.4 full review: Surpasses Claude Opus 4.6 on OSWorld, native computer use, 50% better token efficiency in reasoning+coding, 33% fewer hallucinations, and record-breaking search. OpenAI's first all-in-one model.
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Tech Frontiers·1 min
Claude Opus 4.5 Crushes Humans in Engineering Test: AI Coding Ability Now Surpasses Top Engineers Across the Board
Anthropic's Claude Opus 4.5 beats all human candidates on internal engineering exam, sets SWE-Bench record at 80%. Deep dive into benchmarks, creative problem-solving, safety alignment, and enterprise applications.
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Industry Insights·2 min
Claude Opus 4.7 Released: 20% Coding Performance Boost, Same Price, Widening Gap with Chinese Models
Anthropic releases Claude Opus 4.7 with ~20% coding Agent improvement at unchanged pricing. Compared to GPT, Gemini, and Chinese models like GLM, Opus 4.7 leads decisively in coding.
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Product Reviews·2 min
DeepSeek V4 Deep Dive: Three Major Innovations — Hybrid Attention, Manifold-Constrained Hyperconnections, and MOM Optimizer Fully Explained
Deep dive into DeepSeek V4's three core innovations: Hybrid Attention for million-token context, Manifold-Constrained Hyperconnections, and MOM Optimizer. Pro model rivals Claude Opus 4.6 at 1/7 the cost.
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Tutorials·2 min
Guide to Building a DeepSeek V4 + Claude Code Hybrid Programming Workflow
Learn how to combine DeepSeek V4 with Claude Code to build a cost-effective AI programming workflow. Covers setup, task layering, and real demos—cutting AI coding costs by 76%+.
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Tutorials·1 min
Harness Engineering Implementation Guide: Managing AI Like an Employee — Six Core Modules Explained
Deep dive into Harness Engineering's six core modules: Rule, Skill, Subagent, Workflow, Scripts, and MCP — explained through workplace analogies for AI engineering collaboration.
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Tutorials·3 min
Anthropic's Official MCP Tutorial: A Complete Guide from Basics to Remote Deployment
A detailed guide to Anthropic's official MCP course covering client-server architecture, building MCP servers, third-party integrations, and remote deployment for standardized AI tool access.
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