#HumanEval
443 related articles
·3 min
AI Engineering in Practice: From Vibe Coding to Enterprise-Grade Development
Explore three AI programming modes — Vibe Coding, Plan Mode, and AI Engineering — with practical comparisons of Claude Code, Codex, and domestic LLMs, plus SDD-driven enterprise development workflows.
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·3 min
Sakana AI Releases Fugu Ultra: How Model Orchestration Achieves Frontier AI Performance
Sakana AI releases Fugu Ultra, achieving frontier AI performance through autonomous model orchestration. Deep dive into its technology, strategic implications, and impact on global AI competition.
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·2 min
SWE-bench Multilingual: A Comprehensive Guide to the Multi-Language Programming Benchmark
A deep dive into SWE-bench Multilingual benchmark covering 9 programming languages, 300 real GitHub tasks, its design methodology, language distribution, evaluation metrics, and significance for AI coding assistants.
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·2 min
How SWE-bench Detects Cheating: Similarity Analysis Between Submissions and Ground Truth Patches
SWE-bench reveals its cheating detection method using per-hunk exact matching to analyze submission similarity to gold patches. Most models show only 2-7% match rates, but one anomalous case hit 87%.
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·2 min
GPT, Claude, Gemini vs. China's Top Three: A Complete Comparison of Coding Ability, Chinese Language Performance & Pricing
A side-by-side comparison of GPT, Claude, Gemini, Tencent Hunyuan, Qwen, and DeepSeek across coding ability, Chinese language performance, and API pricing to help you find the best fit.
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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
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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·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
What Is Cursor? A Complete Guide to the AI-Native Programming IDE's Core Features and Use Cases
An in-depth look at Cursor, the AI-native programming IDE, covering intelligent code generation, multi-model support, context awareness, and how it compares to traditional IDEs across six key dimensions.
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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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·2 min
GLM-5.2 Passes the Vibe Check: Open-Source Models Officially Enter the Frontier Race
Zhipu AI's GLM-5.2 passes the community vibe check, showing capabilities rivaling top closed-source models. Analysis of what this means for open-source AI.
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·3 min
Anjney Midha: The Rise from Singapore to Helm of a16z's AI Investment Empire
Deep dive into Anjney Midha, the key figure behind a16z's AMP fund, covering investments in Anthropic, Mistral, and Black Forest Labs, and his Outputmaxxing philosophy.
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·3 min
DeepSeek V4 Pro In-Depth Review: Performance Rivaling GPT-5.5 at 1/12 the Cost
Comprehensive review of DeepSeek V4 Pro across coding, reasoning, and Agent benchmarks. Compare pricing vs GPT 5.5 and Claude Opus, plus hands-on coding demo with Pi Agent.
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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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·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
Fable 5: What It Means to Be the First AI Model with a 'Magic Model Smell'
Fable 5 is hailed as the first AI model with a "magic model smell." This article explores what that means and the industry shift from benchmarks to experience quality.
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·3 min
5 Steps to Connect Codex with DeepSeek — No GPT Account Required
Step-by-step tutorial: Connect Codex to DeepSeek API via CC Switch in 5 steps. No GPT account needed — use AI coding features like code completion and Skill plugins at lower cost.
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·3 min
Claude Code Setup Guide: Complete Walkthrough for Installation, Configuration, and Real-World Coding
Complete Claude Code setup guide covering installation, environment configuration, IDE integration, model selection, and comparisons with Cursor, Trae, and other AI coding assistants.
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·3 min
Kimi Code Open-Source Hands-On Review: Installation, Feature Comparison & Cost Analysis
Hands-on review of Moonshot's open-source Kimi Code terminal AI coding tool, covering one-command installation, Ink framework architecture, VS Code plugin mode, and comparisons with Claude Code and Gemini CLI.
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