#model evaluation
2397 related articles
Tutorials·2 min
SiliconFlow Free Token Tutorial: Connect Claude Code to Chinese LLMs
SiliconFlow offers 16 RMB free credits on signup, supporting DeepSeek, Qwen, Kimi APIs. Complete guide from registration to Claude Code integration via CitySwitch.
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Tech Frontiers·1 min
Wuhan Police Crack AI Face-Swap Account Theft Case: Deepfake Security Risks Behind 400K Yuan in Illegal Profits
Wuhan police cracked an AI face-swap account theft case where suspects used deepfake tech to bypass facial recognition and illegally profit 400K yuan. Analysis of methods, vulnerabilities, and defenses.
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Tutorials·2 min
5 Low-Barrier AI Side Hustles: How Ordinary People Can Earn $1,000+/Month in 2024
5 AI side hustles for beginners in 2024: AI product development, account sharing, content matrix, personalized AI services & more. Find your entry point.
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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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Tutorials·2 min
Obsidian + Claude Code: A Practical Guide to AI-Automated Personal Knowledge Base Management
Learn how to build an AI-driven personal knowledge base with Obsidian and Claude Code. Covers three-layer architecture, Ingest/Query/Maintain workflows, and human-AI collaboration principles.
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Tech Frontiers·2 min
AI Coding Tool Performance Optimization & Latest Advances in Multimodal Agents
Latest AI coding advances: OpenAI Codex Chrome extension enables browser auth, Everything Cloud Code optimizes multi-platform AI tools, ByteDance UiTARS V0.2.0 adds remote control, ERNIE 5.1 cuts pre-training cost to 6%, Anthropic NLA makes AI thinking readable.
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Tutorials·2 min
How to Use Gemini 3.5 Flash in China? 6 Methods Tested and Working (2025 Latest)
Gemini 3.5 Flash surpasses 3.1 Pro with 4x speed and half the price. Learn 6 tested methods to access Gemini 3.5 from China, including free AI Studio, no-VPN relay services, and API options.
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Product Reviews·2 min
Google AntiGravity 2.0 In-Depth Review: Desktop App, Go-Rewritten CLI, and Gemini 3.5 Flash Hands-On
In-depth analysis of Google I/O 2026's AntiGravity 2.0 desktop app, Go-rewritten CLI, and Gemini 3.5 Flash model. Covers multi-agent workflow testing, benchmarks, and competition with Claude Code/Cursor.
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Tech Frontiers·1 min
OpenAI Codex Goal Mode Explained: How the AI Programming Assistant Executes Tasks Lasting Over 100 Hours
OpenAI Codex introduces Goal mode for sustained AI programming tasks lasting hours or days. Learn usage methods, best practices, and real-world applications.
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Product Reviews·1 min
QwenCoder Local Deployment Review: Can It Replace Paid AI Coding Assistants?
Hands-on review of QwenCoder 80B deployed locally, compared to Gemini and Claude. Covers hardware setup, LM Studio deployment, and real coding test results to help you decide if local models can save on AI subscriptions.
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Deep Dives·2 min
Harness Engineering Explained: The Third Paradigm Shift in AI Engineering
Deep dive into Harness Engineering: the evolution from Prompt Engineering to Context Engineering to Harness Engineering, comparing Anthropic and OpenAI's different approaches to AI Agent development.
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Product Reviews·2 min
In-Depth Review of the 2026 Python Complete Tutorial (648 Episodes): Can You Really Master It in 7 Days Through Self-Study?
In-depth review of a 648-episode Bilibili Python tutorial: analyzing course structure, learning path, and projects. Reveals the truth behind "7-day mastery" and offers effective self-study tips.
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Tech Frontiers·2 min
Qwen3.7 Max Deep Dive: 1T Parameter MoE Architecture with Full Agent Framework Compatibility
Deep analysis of Alibaba's Qwen3.7 Max: 1T-parameter MoE architecture, 256K context window, leading agent programming capabilities, full framework compatibility, and the model-vs-harness industry debate.
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Product Reviews·2 min
Codex vs. Cloud Code: An In-Depth Comparison — How to Choose Your AI Coding Tool in 2025
In-depth comparison of Codex APP, Cloud Code, and Cursor — pricing, stability, and capabilities from frontend UI to backend logic — to help developers choose the right AI coding assistant.
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Tutorials·2 min
Gemini 3.5 Free Access Guide: Direct Connection from China Without VPN
Learn how to use Gemini 3.5 for free from China without VPN or registration. Includes real code generation tests comparing Gemini 3.1 vs 3.5 building a web Minecraft game, plus risk warnings.
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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·1 min
Qwen3.6 Quantized Local Deployment Benchmark: Which Is Best — NVFP4, APEX, Q4, or Q6?
Benchmarking 7-8 Qwen3.6 quantized models across 8 dimensions including tool calling, CLI ops, and bug fixing. Comparing NVFP4, APEX, Q4, Q6 with rankings and recommendations.
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Tech Frontiers·1 min
Qwen3.6 35B Open-Source Model Approaches Claude in Tests, xAI Voice Cloning API Officially Launches
Alibaba open-sources Qwen3.6 35B with 256-expert MoE architecture needing only 3B active params, scoring 73.4% on SWE-Bench near Claude Opus. xAI launches Voice Cloning API supporting 28 languages.
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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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