#model evaluation
25 related articles
·3 min
GPT-5.2 Codex vs Opus 4.5 Hands-On: A Comprehensive Comparison of Coding Ability, Speed, and Developer Experience
Hands-on comparison of GPT-5.2 Codex vs Opus 4.5 across frontend generation, physics simulation, 3D scenes, and code refactoring, with practical selection advice.
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Six Major AI Events in One Day: OpenAI…
·2 min
Six Major AI Events in One Day: OpenAI False Bans, Anthropic Pause Call, Grok Tops Arena
Six major AI events decoded: OpenAI bug falsely bans Pro users, Anthropic calls for frontier model pause, DeepSeek quality drops, Grok tops image arena, ChatGPT hits 1B MAU, WeChat tests AI payments.
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From Claude Oceanus to GPT-5.6: A Comp…
·3 min
From Claude Oceanus to GPT-5.6: A Complete Breakdown of This Week's Major AI Model Updates
Deep analysis of this week's major AI model updates: Anthropic Oceanus red team leak, OpenAI GPT-5.6 Dual Alpha exposed, NVIDIA Nemotron Ultra 550B release, and AI recursive self-improvement research breakthrough.
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·3 min
AI Benchmarks: The Most Underrated Technical Startup Opportunity Right Now
AI benchmarks are emerging as a massive startup opportunity. With traditional evaluations maxed out and severe supply-demand imbalance, building quality public AI benchmarks means controlling industry narratives.
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·3 min
Claude Opus 4.8 Released: Comprehensive Upgrades in Judgment, Honesty, and Autonomous Work Capabilities
Anthropic releases Claude Opus 4.8 with three core upgrades: sharper judgment, more honest self-awareness, and longer independent work duration — all at the same price.
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Tech Frontiers·1 min
Gemini 3.5 Flash Tops the Vending Bench Cost-Efficiency Frontier
Google Gemini 3.5 Flash achieves cost-intelligence Pareto optimality on Vending Bench. Analysis of the benchmark methodology, Pareto Frontier implications, and practical significance for AI developers.
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Tutorials·3 min
Advanced LangGraph in Practice: Complete Guide to Agent Optimization, Evaluation, and Cloud Deployment
Deep dive into three advanced LangGraph topics: multi-agent architecture optimization, evaluation frameworks for non-deterministic AI systems, and cloud deployment with LangGraph Platform.
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Tutorials·3 min
Supabase Real-World Testing: How MCP+Skills Enable AI Agents to Safely Operate Databases
Supabase's experiments show how MCP+Skills solve security gaps when AI agents operate databases, with three key principles for writing effective Agent Skills.
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Tech Frontiers·2 min
DeepSeek-V3.2 Released: Coding and Math Capabilities Join the Global Top Tier
DeepSeek-V3.2 released with coding, math, and Agent capabilities matching Gemini 3.0 Pro, setting new open-source SOTA. Detailed analysis of performance gains, use cases, and deployment tips.
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Tutorials·4 min
Machine Learning for Absolute Beginners: A Complete Learning Path from Overview to Practice
A beginner-friendly machine learning tutorial covering AI overview, NumPy, Pandas, Matplotlib, and hands-on cases. Master ML fundamentals in three days through five systematic modules.
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Tech Frontiers·3 min
Gemini 3.2 Pro Leaked Tests Disappoint, GPT-5.6 Already in Internal Testing
Gemini 3.2 Pro leaked tests show mediocre results with minor SVG improvements but weak UI. GPT-5.6 enters internal testing while Claude's new preview achieves breakthrough cybersecurity performance.
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Tutorials·2 min
Gemma 4 Complete Guide: The Apache 2.0 Open-Source Agent Powerhouse
In-depth analysis of Google's Gemma 4 open-source models: 31B, 26B MOE, and 14B/12B benchmarks, deployment guides for all platforms, and MS-Swift fine-tuning tutorial for building local Agent workflows.
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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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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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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: The In-House Composer Model and Five Major Feature Upgrades
Deep dive into Cursor 2.0's five new features: the in-house Composer model with major speed gains, Git Worktree multi-Agent parallel development, Agent View mode, built-in browser, and more.
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Tutorials·1 min
AI Agent Learning Roadmap: A Complete Guide from LLM Fundamentals to Enterprise-Level Project Implementation
A systematic AI Agent learning roadmap covering Python setup, Prompt Engineering, RAG, LangChain, multi-Agent collaboration, with enterprise medical consultation system case study and phased learning plan.
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Tutorials
Building a Match-3 Game with AI and Le…
·3 min
Building a Match-3 Game with AI and Letting the Agent Play It: A Complete Hands-On Walkthrough
A front-end dev uses Godot + MCP to let AI build a Match-3 game from scratch, then designs a decoupled architecture for an Agent to play it autonomously with self-improving strategies.
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Tutorials·3 min
OpenRouter Free Models Tutorial: Accessing 28 Free AI Models & Deep Dive into the AI Market Landscape
Guide to OpenRouter's 28 free AI models with API setup, covering GPT-OSS 120B, DeepSeek V4 Flash, and leaderboard insights into the AI model market landscape.
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Product Reviews·2 min
Claude Opus 4.8 Launches on Cursor: Dual Improvements in Efficiency and Persistence
Cursor announces Claude Opus 4.8 is live. CursorBench shows significant gains in coding efficiency and task persistence. Analysis of key improvements and market impact.
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