#Agent benchmarking
79 related articles
Deep Dives·3 min
Hermes Self-Evolution Framework: An Open-Source Solution for Automated AI Agent Prompt Optimization
Deep dive into NousResearch's open-source Hermes Agent self-evolution framework, using DSPy and GEPA for automated prompt optimization with five-layer safety mechanisms.
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Product Reviews·3 min
Trae + Doubao Seed 2.0 Hands-On: Building a Full-Stack Book Management System for Free
Hands-on test of Trae IDE with Doubao Seed 2.0 building a Django+Vue3 book management system for free, benchmarked against Gemini 2.5 and MiniMax models.
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Tutorials·3 min
Building a Financial Report Analysis AI Agent with Cursor + Skills: A Step-by-Step Tutorial from Scratch
A hands-on tutorial for building a financial report analysis AI Agent from scratch using Cursor editor, Skills definitions, and MiniMax M2.1. Covers setup, architecture, Skills methodology, and multi-language programming.
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Industry Insights·2 min
Microsoft Bans Claude Code: The Triple Crisis of Cost Black Holes, Product Inferiority, and Ecosystem Loss
Microsoft bans Claude Code internally, forcing engineers to GitHub Copilot CLI. Analysis of the cost crisis, product gap, and AI ecosystem control battle reshaping the industry.
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Tech Frontiers·2 min
Qwen Launches 400+ New Features as Wenxin 5.0 and Multiple LLMs Drop Simultaneously
Alibaba's Qwen APP launches 400+ features integrating Alipay and Taobao, Baidu releases ERNIE 5.0, Meituan unveils deep reasoning model, StepFun tops global speech AI rankings, and Anthropic's share nears Google's.
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Product Reviews·2 min
GLM5.1 Coding Capabilities Put to the Test: Building a Full-Stack AI Canvas App from Scratch
A hands-on test of Zhipu GLM5.1 in full-stack development — building an AI canvas app from scratch to evaluate improvements in problem understanding, debugging, and multi-agent collaboration.
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Tutorials·2 min
Complete Guide to Claude Skills 2.0: Skill Creation, Evaluation, and Real-World Applications
Deep dive into Claude Skills 2.0: two skill types, the new skill creator, evaluation system, and a cold email marketing case study that boosts task pass rates from 40% to 100%.
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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·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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Deep Dives·2 min
The MARVIS Project: A Complete Analysis of Embedded AI Agents Empowering Autonomous Space Exploration
Deep dive into how the MARVIS project deploys LLM agents on spacecraft, covering agent architecture, edge hardware token performance benchmarks, expert evaluations, and space AI benchmark planning.
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Tutorials·3 min
GPT-OSS Open-Source Model Local Deployment Tutorial: Real-World Performance and VRAM Usage Analysis
Complete guide to deploying OpenAI's open-source GPT-OSS model locally with Ollama. Real-world testing of the 20B version on RTX 4090 covering Chinese comprehension, logical reasoning, and VRAM usage analysis under MoE architecture.
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Product Reviews·3 min
Trae Agent Open-Sourced: Complete Guide to ByteDance's Free AI Coding CLI Tool
Deep dive into ByteDance's open-source Trae Agent — the free AI coding CLI tool topping SWE-bench. Covers installation, features, and comparisons with Claude Code and Gemini CLI.
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Tutorials·3 min
AI Agent + Shiji: A Step-by-Step Guide to Building an Automated Daily To-Do System
Learn how to connect an AI Agent with the Shiji task management tool to auto-generate and push daily to-dos. Full walkthrough from API setup to deep conversation training.
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Tech Frontiers·4 min
Google Poaches Windsurf Team, Gemini 3 Code Leaks, OpenAI Open Model Delayed: A Three-Way Battle Among AI Giants
Google acquires Windsurf's core team via talent deal, Gemini 3.0 code leaks hint at new models, and OpenAI delays its open model indefinitely. Deep analysis of the AI industry's talent, model, and open-source battles in 2025.
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Tech Frontiers·3 min
Microsoft Revokes Claude Code Licenses: Inside the Strategic Battle Over AI Coding Tools
Microsoft revokes internal Claude Code licenses despite widespread praise, prioritizing GitHub Copilot's competitive position in the intensifying AI coding tools market battle.
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Product Reviews·3 min
AI Coding Agent Benchmark: Comprehensive Ranking and Selection Guide for 80+ Tools
Comprehensive comparison of 80+ AI coding agent tools, with SWE-Bench benchmark rankings covering Devin, Cursor, Claude Code, GitHub Copilot and more, plus pricing analysis to help developers choose.
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Product Reviews·3 min
Crafta-Bench: A Deep Dive into the Benchmark Tool for Cursor Background Agents
Deep dive into the crafta-bench open-source project, a benchmark tool designed for Cursor Background Agents. Explore AI coding Agent evaluation dimensions, industry trends, and practical implications.
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Product Reviews·1 min
Hugging Face Transformers: A Complete Guide to the AI Model Framework with 160K Stars
Explore Hugging Face Transformers, the 160K-star open-source framework for AI models covering text, vision, audio, and multimodal with unified APIs.
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