#benchmark testing
1093 related articles
·2 min
OpenAI's New Research: Keeping AI Safe During High-Stakes Tasks
OpenAI's new research on "broadly and persistently beneficial" AI explores how to keep models safe in high-stakes scenarios beyond their training distribution.
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·4 min
Ponytail Plugin for Claude Code Tested: Dramatically Less Code, 50% Lower Costs
Real-world testing of Claude Code plugin Ponytail: YAGNI decision ladder dramatically reduces AI-generated code, cutting costs 47%-77% with weather dashboard comparison and benchmark analysis.
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·2 min
LifeSciBench: A Life Science AI Benchmark Built by 173 Scientists
LifeSciBench is a life science AI benchmark developed by 173 biotech and pharma scientists, featuring 750 expert tasks across seven research workflows.
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·3 min
GPT-5.6 Pro Hands-On Review: In-Depth Evaluation of Game Development, 3D Modeling, and SVG Design Capabilities
Comprehensive hands-on review of GPT-5.6 Pro covering SVG vector design, 3D modeling, game generation, and image-to-web conversion. Detailed analysis of breakthroughs in spatial understanding, code reasoning, and One-Shot generation.
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·3 min
Complete Guide to Connecting Codex with DeepSeek: Low-Cost AI Programming with Codex++
Learn how to connect DeepSeek to Codex using the open-source tool Codex++. Complete setup guide covering provider config, connection testing, and launch steps to slash AI coding costs.
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·4 min
GLM 5.2 & Zcode Hands-On Review: A Deep Dive into the Free AI Coding Tool with 5 Million Tokens/Day
In-depth review of Zhipu's GLM 5.2 model and Zcode programming tool: interface experience, coding benchmarks, and long-horizon Agent performance compared to GPT and Opus. 5M free tokens/day with MIT license.
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·3 min
Codex and Claude Code Dual-Engine: A Practical Guide to AI-Powered Engineering
A deep dive into AI engineering with Codex and Claude Code: Vibe Coding limitations, Chinese LLM rankings, Skill-driven development, and enterprise project practices.
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·2 min
Keyroll: An In-Depth Look at a Stability-Focused Claude Refill Tool
In-depth review of Keyroll, a stability-focused Claude refill tool. Analyzing its core strengths, security implications, and compliance considerations for developers facing usage limits.
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·3 min
Cursor Composer 2.5: The Secret Behind an Open-Source Model's Reinforcement Training to a Top-3 Coding Benchmark Ranking
Cursor built Composer 2.5 on Kimi K2 open-source model, ranking 3rd on coding benchmarks and surpassing K2.6. Deep dive into Cursor's data flywheel, product architecture, and pricing.
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·3 min
Cursor in Action: Building a Library Management System in 15 Minutes — Full Walkthrough
Full walkthrough of building a FastAPI + Vue3 library management system in 15 minutes with Cursor AI, covering structured prompts, Plan & Build strategy, and bug fixes.
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·4 min
Codewell Hands-On Review: Is This Terminal AI Coding Assistant with Nearly 40K GitHub Stars Actually Worth It?
Hands-on review of Codewell (formerly DeepSeek2E), the open-source terminal AI coding assistant with nearly 40K GitHub stars. Supports 25 LLM providers, local models at zero cost, and MIT license.
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·3 min
Gemini 5.2 in Claude Code: Real-World Testing — Does It Crush Opus on Cost-Effectiveness?
Real-world testing of Gemini 5.2 in Claude Code vs Opus across web design, coding, creative tasks, and Storm research — analyzing the open-source model's cost advantage and ideal use cases.
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·4 min
DeepSeek Forms Harness Team: AI Coding Competition Enters the Second Half
DeepSeek forms a dedicated Harness team to rival Claude Code. Analysis of the four-layer architecture, three core advantages, and 40x cost edge driving AI competition from model wars to engineering deployment.
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·3 min
AI API Relay Startup's First Month: Open Books Reveal Just ¥16K Profit on ¥290K Revenue
A 3-person team shares their AI API relay startup's first month: ¥290K revenue, 95% spent on API costs, only ¥16.7K book profit. A deep dive into adjusted margins, cost structure, and competition.
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·2 min
AI Progress Demands a More Nuanced Examination: A Rational Framework Beyond Hype and Panic
Current AI discourse is trapped in polarization. This article explores how to rationally assess AI's real progress, analyzes the gap between benchmarks and actual capabilities, and offers a pragmatic evaluation framework.
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·2 min
Decoding Google's AI Control Roadmap: A Defense Framework for When AI Goes Off the Rails
Google releases its AI Control Roadmap, a new safety paradigm that assumes alignment may fail and builds defenses at the system architecture level.
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·3 min
Xiaomi Open-Sources MiMo Code: Cross-Session Memory System Tackles AI Coding's Amnesia Problem
Xiaomi open-sources MiMo Code with SQLite FTS5-powered cross-session memory, solving AI coding assistants' context loss. Supports multi-Agent collaboration, million-line codebases, and OpenAI-compatible APIs.
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·2 min
Cursor Receives Investment from SpaceX and xAI — AI Coding Tools Enter a New Era of Computing Power
Anysphere, the company behind AI coding tool Cursor, secures investment from SpaceX and xAI, gaining world-class computing resources to reshape the AI coding landscape.
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·3 min
PyTorch Image Classification in Practice: Complete Pipeline from Data Preprocessing to Model Training
A PyTorch flower classification project covering the full image classification pipeline: data preprocessing, transforms augmentation, ResNet pretrained models, and Resize strategies with reusable template code.
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·3 min
OpenAI Codex Deep Dive: Core Capabilities and Engineering Design Philosophy
Deep dive into OpenAI Codex's core capabilities and engineering design philosophy, covering multi-task parallelism, code review, Agent Loop, Spec-Driven Development (SDD), and context engineering.
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