#agent benchmark
1291 related articles
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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Deep Dives·2 min
How to Add Deep Research Skills to AI Agent Frameworks: NVIDIA's Skill-Based Architecture Explained
Explore NVIDIA's Deep Research Skill approach for embedding deep research capabilities as skill modules into AI Agent frameworks like Claude Code and LangChain, enabling goal decomposition, multi-source retrieval, and knowledge synthesis.
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Deep Dives·2 min
GPT-5.3 Codex Deep Dive: From Coding Tool to Digital Colleague
A deep dive into OpenAI's GPT-5.3 Codex agentic coding model — from SWE-Bench Pro to OS World benchmarks — exploring how AI evolves from tool to digital colleague.
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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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Tech Frontiers·2 min
AI Weekly | OpenAI Codex Upgrade, Xiaomi Open-Sources Autonomous Driving Model, NVIDIA Open-Sources 2.6B Parameter World Model
This week's AI roundup covers NVIDIA's 2.6B parameter world model, Xiaomi's open-source autonomous driving model, OpenAI Codex upgrades, and Anthropic's $900B valuation funding round.
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Tutorials·1 min
Ningbo Bank AI Agent Interview Questions: Reasoning Optimization + Agent Debugging + Python Key Topics
Deep analysis of real Ningbo Bank AI Agent interview questions covering LLM multi-path reasoning optimization, agent debugging methodology, Python deep/shallow copy, GIL, and decorators.
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Product Reviews·3 min
Xiaomi MiMo V2.5 Pro In-Depth Review: Comprehensive Testing of Code, 3D, and SVG Generation Capabilities
In-depth review of Xiaomi's MiMo V2.5 Pro open-source LLM: 1.2T parameter MoE architecture tested on macOS clone, frontend UI, Three.js 3D scenes, and SVG generation tasks.
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Tutorials·2 min
5 Fatal AI Agent Failure Modes: A Practical Guide to Safe Architecture Design
Deep dive into 5 fatal AI Agent failure modes: infinite loops, tool hallucination, context explosion, error cascades, and permission escalation — with practical safety architecture solutions.
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Tech Frontiers·3 min
GPT-5.6 Exposed: Codex Logs Reveal Internal Testing, Anthropic Enterprise Adoption Surpasses OpenAI for the First Time
GPT-5.6 spotted in OpenAI's internal Codex logs as first checkpoints enter testing. Anthropic enterprise adoption hits 34.4%, surpassing OpenAI's 32.3%. Claude Code limits rise 50%.
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Product Reviews·4 min
GPT-5.2, Claude 4.5, Gemini 3 Pro Hands-On Comparison: 2025 Buying Guide
2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
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Research·2 min
MemGAS: Multi-Granularity Memory Association for Precise AI Agent Recall
ICLR 2026 paper MemGAS proposes multi-granularity memory association with adaptive selection, using GMM, entropy routing, and Personalized PageRank to enable precise recall in conversational agents.
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Product Reviews·2 min
Google Jules Hands-On Review: Testing the Real Capabilities and Limitations of This AI Coding Agent with a Java Project
In-depth testing of Google Jules AI coding agent with a real Java backend project, revealing code generation quality, hallucination issues, and capability boundaries.
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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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Tutorials·3 min
Agent Tank Guide: AI Writes Code for Tank Battles — A Ranking Guide from Bronze to King
Agent Tank is a cyber cricket fighting game where AI Agents write tank combat strategies. Learn game mechanics, ranking tips, and human-AI review workflows to climb from Bronze to King using Claude Code or Codex.
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Product Reviews·3 min
Gemini 2.5 Pro Coding Test: Crushes Claude at Rust Refactoring, Falls Flat on Frontend
In-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
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Product Reviews·4 min
SparkWinShape Review: Is Windsurf Auto Account-Switching for Unlimited Claude Opus Actually Reliable?
Real-world test of SparkWinShape plugin for Windsurf auto account-switching to use Claude Opus unlimited. Covers workflow, core features, risk analysis, and compliant alternatives.
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Product Reviews·3 min
Modular Prompt AI Website Building Test: Generating a Complete Full-Stack Website from a Single Sentence
Testing the modular prompt AI website builder that generates full-stack sites from one sentence. Four-layer architecture solves long-prompt hallucination issues.
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Product Reviews·3 min
Modular Prompt AI Website Building Test: Generate a Complete Website with Front-end and Back-end from a Single Sentence
Testing the modular prompt AI website builder that generates complete front-end and back-end sites from one sentence, solving long-prompt hallucination issues with a four-layer architecture.
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Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
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Industry Insights·1 min
AI Entry Point Expansion and Governance Catch-Up: Triple Signals from Anthropic, OpenAI, and Supply Chain Security
May 2025 AI industry trends: entry points are multiplying, governance is catching up. Analysis of Anthropic's compliance strategy, OpenAI Codex's takeover-ready design, and supply chain security.
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