#LLM evaluation framework
1105 related articles
Tutorials·3 min
OpenAI Open-Sources GPT-OSS: Run O4-Level Models on 16GB VRAM — Complete Deployment Guide
OpenAI open-sources GPT-OSS (20B/120B) with MOE architecture and native FP4 precision. Run O3-level reasoning on a single RTX 4090. Full deployment guide for Ollama, vLLM, and more.
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Research·4 min
MEME Benchmark Reveals Critical Flaws in LLM Memory Systems: Dependency Reasoning Accuracy Below 50%
MEME benchmark first evaluates LLM memory dependency reasoning across 6 major systems—best accuracy only 42%. Deep analysis of cascade and missing task failures reveals path to next-gen AI memory.
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Industry Insights·4 min
Why AI-Generated Test Cases Fall Short — And Why Agent Platforms Are the Real Solution
Deep analysis of 5 common pitfalls in AI-generated test cases and how Agent+Skill platforms solve them with automated requirement splitting, precise generation, and end-to-end test execution.
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Product Reviews·4 min
n8n vs Dify vs Coze vs OpenAI: In-Depth Comparison & Selection Guide for Four Major Agent Tools
In-depth comparison of n8n, Dify, Coze, and OpenAI across automation, RAG knowledge bases, and complex Agent tasks. Includes a selection guide to help you find the best AI workflow platform.
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Product Reviews·3 min
2025 Comparison of Six Major Agent Development Frameworks: AutoGen/LangChain/LangGraph Selection Guide
In-depth comparison of six AI Agent frameworks—AutoGen, LangChain, LangGraph, Google ADK, OpenAI Agents, AgentScope—covering architecture, ecosystem maturity, and practical selection advice.
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Product Reviews·3 min
Sim Studio: Deep Dive into the Open-Source AI Agent Workflow Platform with Nearly 10K Stars
Deep analysis of open-source AI workflow platform Sim Studio with nearly 10K GitHub Stars. Apache 2.0 licensed, supports full local deployment and Ollama local LLM integration. Compared with Dify and n8n.
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Tech Frontiers·4 min
Google's New Anti-Spam Policy Explained: Manipulating AI Search Results Will Face Severe Penalties
Google's 2025 spam policy update brings manipulation of AI Overview and AI Mode results under formal penalties. Deep dive into policy changes, new AI search manipulation tactics, and SEO impact.
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Product Reviews·4 min
Genspark VS Manus Real-World Comparison: Who Wins in 5 Key Scenarios?
Real-world comparison of Genspark and Manus AI Agents across 5 scenarios: poster design, PPT creation, research, data analysis, and web development—evaluating credits, speed, and output quality.
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Product Reviews·3 min
VS Code AI Toolkit 2.0 Deep Dive: Agent Builder + Free Access to GPT-5
Deep dive into VS Code AI Toolkit 2.0 major update, covering Agent Builder, MCP tool integration, batch testing, model evaluation, and a complete guide to using GPT-5 and Claude for free via GitHub Models.
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Tutorials·4 min
AI Short Drama Production Tutorial: Complete Workflow from Script Writing to Storyboard Generation
Complete guide to AI short drama production covering track selection, viral script structure, emotional hooks, LLM script generation, and storyboard refinement techniques for beginners.
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Deep Dives·3 min
Alibaba's QwQ-32B Open-Sourced: How 32B Parameters Rival DeepSeek R1's 671B
Alibaba's open-source reasoning model QwQ-32B achieves performance rivaling DeepSeek R1 (671B) with only 32B parameters through a two-stage reinforcement learning strategy on verifiable tasks.
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Tutorials·4 min
2025 LLM Career Transition Roadmap: A Three-Phase Plan from Foundations → Frameworks → Real-World Projects
A systematic 2025 LLM career transition roadmap covering Python, Transformers, LangChain, LlamaIndex, RAG, Agent development, and fine-tuning across three phases achievable in 2-3 months.
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Tutorials·4 min
Enterprise Deep Research Agent Implementation Guide: Architecture Design and Core Pain Points
A deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
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Deep Dives·4 min
The Five-Dimensional Agent Evaluation Framework: A Complete Guide to the Must-Ask AI Product Manager Interview Question
A complete guide to the five-dimensional AI Agent evaluation framework covering task set design, process and result evaluation, and controlled experiments for AI product managers.
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Tutorials·3 min
Conversation as Development: Rapidly Building an EHS Safety Management Platform with AI Agents
Learn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
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Tech Frontiers·4 min
IBM Think 2025 Deep Dive: Rising Hallucination Rates in Reasoning Models and OpenAI's Acquisition of Windsurf
Deep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
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Tutorials·4 min
Complete Guide to Agent Observability: Tracing, Evaluation, and Red Teaming in Practice
Deep dive into Microsoft Foundry's Agent observability solution covering multi-Agent tracing, AI quality evaluation, Red Teaming security testing, and automated prompt optimization to bridge the gap between expected and actual Agent behavior.
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Tutorials·3 min
AI Agent Learning Roadmap: A Complete Guide from LangChain to Enterprise Deployment
In-depth analysis of the popular GitHub project ai-agents-from-zero, covering LangChain, LangGraph, RAG, MCP and more, with a complete learning path from beginner to enterprise AI Agent development.
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Deep Dives·3 min
Microsoft Magentic-UI Explained: A Human-AI Collaborative Agent Operating System
Deep dive into Microsoft's open-source Magentic-UI: a human-AI collaborative Agent platform built on AutoGen. Explore its five core capabilities, system architecture, and Human-in-the-Loop design.
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Tutorials·4 min
Browser Use Deep Dive: A Practical Guide to Natural Language-Driven Browser Automation Agents
Deep dive into Browser Use browser automation agent: architecture, installation, CDP framework, and pytest integration. Learn how natural language-driven AI Agents replace repetitive browser tasks.
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