#model evaluation
2208 related articles
Tutorials·2 min
Complete Guide to the Coze Platform: Build AI Applications with Zero Code
A comprehensive guide to Coze (扣子) by ByteDance: learn about agents, workflows, plugins, model selection, and resource credits to build AI apps with zero code.
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Tutorials·3 min
Why Learning AI from Scratch Leaves You More Confused — A Clear, Systematic Roadmap for Beginners
Confused learning AI from scratch? This guide breaks down why fragmented learning fails and provides a complete path from Python to deep learning with practical tips.
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Tutorials·4 min
Claude Code Agent Architecture Source Code Deep Dive: Agent Loop and Tool System in Practice
Deep dive into Claude Code's four core agent modules: system prompt, Agent Loop, tool system, and memory mechanism. Build a Mini Claude Code from scratch in TypeScript.
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Product Reviews·3 min
WhichLLM: One Command to Find the Best Local LLM for Your Hardware
WhichLLM is an open-source tool that auto-detects your hardware and recommends the best local LLM using real benchmark data. Simulate GPUs, filter fake benchmarks, and start chatting in one command.
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Product Reviews·2 min
Testing 15 LLMs to Build a Bilibili Homepage: GPT Takes the Crown, Domestic Models Fall Behind
15 mainstream LLMs tested building a Bilibili video app from the same prompt. ChatGPT 5.4 tops overall, Claude excels at frontend, domestic models lag behind.
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Product Reviews·2 min
Benchmarking 15 LLMs Building a Bilibili Homepage: GPT Takes the Crown, Domestic Models Fall Behind
15 mainstream LLMs tested building a Bilibili video app from the same prompt. ChatGPT 5.4 tops overall, Claude excels at frontend, domestic models lag behind.
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Industry Insights·2 min
OpenAI Symphony: The Future of Coding Agents Is Task Queues, Not Chat Windows
Deep analysis of OpenAI's open-source Symphony orchestration framework: transforming Coding Agents from chat windows to task queue-driven workflows with state machines, Proof of Work, and workspace isolation.
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Tutorials·1 min
Getting Started with Agent Development: 3 Agent Types × 8 Core Mechanisms Fully Explained
A complete breakdown of AI Agent development: 3 agent types (autonomous, collaborative, orchestration-based), 8 core mechanisms, a 5-stage learning path, and framework selection guidance.
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Product Reviews·2 min
GPT-5.5 After 3 Weeks of Real-World Testing: Does It Really Crush Opus 4.7 at Coding?
EVERY team tested GPT-5.5 for 3 weeks using SABench. GPT-5.5 scored 62.5 vs Opus 4.7's 33 in coding execution, but the best workflow combines Opus for planning with GPT-5.5 for execution.
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Industry Insights·3 min
AI API Aggregation Gateways: A Complete Analysis of Pros and Cons for Unified Multi-Model Access
In-depth analysis of API aggregation gateways for multi-model AI access: unified interfaces, intelligent routing, disaster recovery, plus key risks around security, latency, and compliance.
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Tutorials·3 min
Practical Guide to Using Claude Opus 4.7 from China via Compliant Access Methods
A practical guide to accessing Claude Opus 4.7 and other overseas AI models from China using API aggregation platforms — no VPN, no KYC, with domestic payment support.
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Industry Insights·3 min
Real Numbers from a Startup Founder: How AI Tools Saved Nearly ¥1 Million in Labor Costs in One Year
A startup founder with a 50-person sales team shares real AI cost-cutting results: AI sales system cut 10+ staff while boosting performance, AI customer service saves 85% monthly. Plus opportunities for developers building vertical AI tools.
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Expert Opinions·3 min
The Hotter AI Gets, the More We Need Tech-Savvy People: Embrace the Tool, Don't Fear the Replacement
Jensen Huang advises everyone to embrace AI rather than fear it. As AI advances, demand for tech talent grows. Those who get displaced are people who refuse to use new tools. Learn strategies for thriving in the AI era.
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Tech Frontiers·1 min
Opus 4.7 Fast Mode Lands on Windsurf: 2.5x Speed Boost with No Loss in Intelligence
Claude Opus 4.7 fast mode launches on Windsurf with ~2.5x speed boost while maintaining full intelligence. Analysis of its impact on AI-assisted coding and Windsurf's competitive strategy.
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Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
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Tutorials·3 min
Comparing Payment Methods for AI Tool Subscriptions: Credit Cards, Gift Cards, and Third-Party Top-Up Platforms
Compare three payment methods for subscribing to Claude, ChatGPT, and other AI tools: international credit cards, App Store gift cards, and third-party top-up platforms. Analyze pros, cons, and security risks.
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Product Reviews·3 min
Costco Research Automation Agent Hands-On: One-Click Reproduction of Eigenfaces from Paper to Code
Hands-on test of Costco end-to-end research automation Agent: from reading the classic Eigenfaces paper to PCA code implementation, eigenface visualization, experimental evaluation, and LaTeX paper delivery in six steps.
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Tutorials·2 min
Getting Started with Spring AI Alibaba: Best Practices for Java Developers to Integrate LLMs
Deep dive into Spring AI Alibaba's positioning and value, using a JDBC analogy to help Java developers understand how to integrate LLM capabilities into existing microservices architecture.
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Tutorials·3 min
Nature Skills: A Complete Guide to Automating Academic Paper Workflows with Claude Code
Deep dive into the open-source Nature Skills project by a Shanghai Jiao Tong University PhD, automating 7 academic paper workflows via Claude Code's Skills mechanism with 9 Skill writing patterns.
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Tutorials·3 min
Claude Code Agent Deployment: Comparing Three Approaches with a Selection Guide
A detailed guide comparing three Claude Code agent deployment methods—Cron Loop, Desktop/Cloud Routines, and Modal/Trigger.dev—analyzed by run location and determinism to help developers choose the best strategy.
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