#Agent testing
1753 related articles
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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Product Reviews·1 min
GPT-5.4 In-Depth Review: A Quantum Leap in Coding Ability, But One Flaw Is a Dealbreaker
GPT-5.4 hands-on review: Codex coding excels, tool calling efficiency jumps, computer use surpasses humans. But info leakage seriously hurts usability. Pricing, multimodal OCR, Agent capabilities & real coding examples.
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Tutorials·2 min
Using AI to Debug AI: Three Battle-Tested Patterns from Incident.io
Incident.io shares three battle-tested patterns for using AI to debug AI: Agent-driven Eval workflows, debug UI as file systems, and AI analysis pipelines for complex system debugging.
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Tutorials·2 min
Reverse Engineering Tencent Slider CAPTCHA: Full Walkthrough of the CO Value Encryption Algorithm
Full walkthrough of reverse engineering Tencent Slider CAPTCHA: CO value encryption tracing, tdcgs analysis, AI-assisted browser env simulation, gap detection, POW, and Python automation.
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Product Reviews·1 min
Gemini 3 Flash In-Depth Review: Comprehensive Testing of Coding, Multimodal, and Writing Capabilities
In-depth review of Google Gemini 3 Flash's real-world performance in coding, multimodal understanding, and writing. Covers benchmark analysis, Cursor programming tests, and practical tips.
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Product Reviews·3 min
Jules Review: Is Google's Free AI Coding Agent Worth It? A Deep Comparison with Cursor
Deep review of Google's free AI coding agent Jules — covering GitHub integration, async coding, voice summaries, and a full comparison with Cursor and GitHub Copilot.
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Tutorials·2 min
Coze Knowledge Base Setup Tutorial: A Practical Guide to RAG Retrieval and Workflow Configuration
Learn how to build a Coze knowledge base with RAG retrieval and workflow configuration. Covers document chunking strategies, agent setup, and enterprise Q&A.
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Product Reviews·2 min
Codex Desktop In-Depth Review: Goodbye Command Line, AI Programming Enters the Visual Era
In-depth review of OpenAI Codex Desktop: Worktree multi-task parallelism, Skills system, automated bug scanning, and comparison with Claude Code to help you decide if this visual AI coding tool fits your workflow.
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Tutorials·2 min
Hermes Agent Scheduled Tasks in Practice: Three Scenarios to Let AI Work Automatically
Learn how to configure Hermes Agent scheduled tasks through three practical scenarios: weather forecast push, inspirational quotes, and GitHub version tracking—all using natural language with zero code.
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Product Reviews·2 min
OpenAI Codex Hands-On Review: How Does It Compare to Claude Code and Gemini CLI?
Hands-on test of OpenAI Codex CLI with a visual novel game task, compared against Claude Code and Gemini CLI on planning, code quality, and completion.
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Product Reviews·2 min
OpenAI Codex Desktop App In-Depth Review: Riddled with Bugs and Counterintuitive Interactions
In-depth review of OpenAI's Codex desktop app reveals broken model selection, file reading crashes, UI rendering glitches, and counterintuitive design — falling far behind competitor Conductor.
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Product Reviews·1 min
Codex Claude Plugin Deep Dive: Impressive Code Review, But Four Critical Flaws You Can't Ignore
Deep hands-on review of OpenAI's Codex Claude Plugin covering code review accuracy, adversarial security scanning, and four critical flaws including plugin conflicts, chaotic output, and data security concerns.
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Product Reviews·2 min
Codex Latest Update Breakdown: Hands-on with Apps, Plugins, and MCP
In-depth breakdown of OpenAI Codex's latest update with hands-on testing of Apps, Create Plugin, and MCP configuration—three core features building a four-layer AI coding capability system.
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Product Reviews·1 min
Three PDF Agent Skills Tested: One-Click Generation of Bilibili Video Notes & Technical Manuals
Hands-on testing of Bilibili Render PDF, MiniMax PDF, and Any2PDF Agent Skills for auto-generating video notes, professional docs, and brand-level PDFs.
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Product Reviews·2 min
20-Year Veteran Programmer Uses Claude Code to Refactor Legacy Code: From One Week to One Hour
A 20-year automotive developer shares 2 months with Claude Code: vehicle interface testing from 1 week to 1 hour, 2500-line legacy AC module fully refactored in 2 weeks.
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Tutorials·2 min
GLM5 Coding Plan Hands-On Review: Only $84/Year with Full Setup Tutorial & Pro Tips
Hands-on review of GLM5 coding subscription at just $84/year — roughly 1/10 of Claude Code. Covers setup for Kilo CLI, VSCode, Cloud Code, plus tips on controlling reasoning depth and avoiding context rot.
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Tutorials·2 min
Claude Code Investment Research Tool: A Detailed Guide to AStockData Skill's Six Free Data Modules for China A-Shares
Detailed guide to AStockData, a free Claude Code Skill covering A-share K-lines, research reports, Dragon Tiger Lists, news, financials & announcements — no API Key required.
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Product Reviews·2 min
Pocket Mini Apps: Build and Publish Instantly with an Online Claude Code Platform
Pocket Mini Apps is an online Claude Code platform with multi-project support, instant publishing, and full backend capabilities including WeChat integration and database support.
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