#model evaluation
2319 related articles
Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
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Research·2 min
PhyAR from Shanghai Jiao Tong University: Solving the Semantic Prior Hijacking Problem in Video-LLM Physical Reasoning
Shanghai Jiao Tong University proposes PhyAR with PACC dataset and VARC mechanism to fix Video-LLMs' inability to detect physical anomalies due to semantic prior hijacking.
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Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
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Deep Dives·1 min
Qwen3.5 Deep Dive: Hybrid Attention Architecture Achieves 19x Speedup for Long Context
Deep analysis of Alibaba's open-source Qwen3.5 hybrid attention architecture, how Gated Delta Net achieves 19x speedup at 256K context, and multimodal results surpassing Gemini 3 Pro and GPT-5.2.
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Industry Insights·1 min
Recursive Self-Improvement: The Flywheel Effect of AI Giants and the Acceleration of Industry Oligopoly
Recursive self-improvement is reshaping AI competition. Leading labs form talent siphoning flywheels through AI-assisted R&D, rapidly closing the entry window for competitors.
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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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Industry Insights·1 min
Anthropic Surpasses OpenAI for the First Time: The Truth Behind the AI Coding Tool Price War and How to Respond
In April 2025, Anthropic's enterprise adoption rate surpassed OpenAI for the first time. Deep analysis of the AI coding tool price war, loss-leader pricing logic, and strategies for developers.
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Deep Dives·1 min
Berkeley CS294 Course: A Complete Guide to Agentic AI Security — Attacks and Defenses
A deep dive into Berkeley CS294-196's agentic AI security lecture, covering prompt injection, indirect injection, AgentPoison backdoor attacks, defense-in-depth, least privilege, and runtime guardrails.
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Tutorials·3 min
OpenClaw Agent Development in Practice: A Complete Guide to the Skill Mechanism and Production-Ready Engineering
Deep dive into OpenClaw's Skill mechanism for AI Agent development, covering Function Calling, RAG, production deployment, and resume-worthy project design.
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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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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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Deep Dives·1 min
Ralph Loop: The New AI Programming Paradigm That Beats Multi-Agent Systems Through Iterative Trial and Error
Ralph Loop is a 2025 AI programming paradigm: a memoryless AI Agent repeatedly reads the same Prompt, accumulates experience via file systems, beating multi-agent architectures through iterative loops.
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Tutorials·1 min
9-Week Python Beginner's Guide: A Complete Learning Path from Zero to Independent Programming
A teaching-proven 9-week Python learning path for absolute beginners, covering syntax, data types, control structures, functions, and file handling with 16 hands-on projects.
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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·1 min
AI Agent Open-Source Course: 36 Chapters from ReAct to Claude Code Full-Stack Practical Guide
Open-source GitHub project agent-study offers 36 chapters covering ReAct loops, Claude Code reverse engineering, MCP protocol, RAG, DSPy, and production observability as runnable Python code.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
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Tutorials·4 min
Windsurf Account Switching Plugin Tutorial: Bulk Import, One-Click Switch & Auto-Rotation
Guide to the Windsurf account switching plugin: bulk import, seamless one-click switching, real-time quota viewing & auto-rotation. Includes security risk analysis.
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