#LLM testing workflow
1236 related articles
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·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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Tutorials·2 min
Coze Workflow in Action: Auto-Generate 'Fat Cat at Work' Short Videos at Scale
Step-by-step guide to building a Coze workflow for auto-generating 'fat cat at work' short videos — covering storyboard prompts, Jimeng image generation, batch video synthesis, and CapCut draft export.
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Deep Dives·2 min
LangChain Core Architecture Explained: A Practical Guide to Its Five Key Modules
Deep dive into LangChain's five core modules: Model I/O, Data Connection & Retrieval, Chains, Agents, and Memory. Learn RAG workflows, Agent decision-making, and practical AI app development.
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Tutorials·2 min
Engineering AI Agents for Production: Four Key Challenges and a 12-Week Implementation Roadmap
90% of AI Agent projects stall at the demo stage due to insufficient engineering. This article breaks down four core challenges and provides a 12-week actionable roadmap to production.
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Product Reviews·3 min
5 Hidden Gem Productivity Tools: AI Coding Assistants, GPS Tracking, Direct Official Site Navigation
5 curated productivity tools: Ping Island integrates AI coding agents into Mac's notch, Petadex virtual pets accompany coding, GPS Logger for power-efficient tracking, DataVal for AI tutorials, and Direct Official Site for safe navigation.
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Tech Frontiers·3 min
Google Jules 1.5 Upgrade: Free Task Quota Increased 12x, Development Experience Completely Revamped
Google Jules 1.5 gets a major upgrade with daily free tasks jumping from 5 to 60, plus new copy/download buttons, context preservation, and significant performance improvements.
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Tutorials·3 min
Codex + DeepSeek Integration Tutorial: Three-Step API Proxy Script Setup
Learn how to connect OpenAI Codex to DeepSeek V4 Pro and other LLMs using CC Switch and a local API proxy script. Solve API format incompatibility in three easy steps.
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Tutorials·4 min
Windsurf Pro 14-Day Free Trial: Activate with Alipay, Access Top AI Models Like Claude & GPT
Windsurf Pro offers a 14-day free trial with access to Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro and more top AI models. Activate with Alipay—no credit card needed.
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Tech Frontiers·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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Tutorials·3 min
AI Agent Development in Practice: 5 Evolutionary Stages from API Calls to Multi-Agent Collaboration
A complete guide to AI Agent development evolution: from API First principles to multi-Agent collaboration, covering prompt optimization, context engineering, and memory mechanisms to build reliable enterprise Agent systems.
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Product Reviews·2 min
One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience
A creator with zero coding experience spent one month Vibe Coding with OpenAI Codex, completing two real projects. Here are the real pitfalls and three hard-won lessons.
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Expert Opinions·2 min
Agent Observability in Practice: Self-Diagnostics, Implicit Signals, and Production Monitoring Systems Explained
Deep dive into AI Agent observability: self-diagnostics, explicit and implicit signal monitoring, trajectory visualization, and root cause analysis for production Agent systems.
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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.
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Tutorials·3 min
OpenManus Local Deployment Guide: Real-World Testing with DeepSeek & Troubleshooting Tips
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API config, and Playwright installation. Real-world testing reveals performance, Token costs, and current limitations.
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Tutorials·4 min
OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API configuration, and 3 real-world test cases validating AI Agent capabilities including web search and file generation.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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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?
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Product Reviews·3 min
Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison
Real-world comparison of Manus, Tiangong, and Liaobots translating English tech presentation subtitles, scored across colloquial handling, terminology accuracy, and ASR error correction.
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Product Reviews·4 min
Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested
In-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.
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