#SWE-Bench
398 related articles
Tech Frontiers·1 min
Gemini 3.1 Pro In-Depth Comparison: 77.1% on ARC-AGI-2 — Is It Really the Best?
Google Gemini 3.1 Pro scores 77.1% on ARC-AGI-2, 94.3% on GPQA Diamond, and 2887 coding ELO. We compare it against o4 and GPT-5.2 across reasoning, coding, and search to reveal its true strengths and weaknesses.
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Tutorials·1 min
King Mode Prompt: A Practical Guide to Boosting Gemini 3.1 Pro Efficiency by 6x
Learn how King Mode system prompt fixes Gemini 3.1 Pro's redundant planning problem, cutting planning time from 90s to 15s with a 6x efficiency boost.
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Industry Insights·1 min
Cursor Composer 2.5 Deep Dive: Open-Source Model Challenges Claude 4.7 at 1/10 the Cost
Cursor releases Composer 2.5, achieving Claude 4.7 Opus-level coding with open-source model Kimi K2.5 at 1/10 the cost. Deep dive into three technical breakthroughs and SpaceX AI partnership.
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Product Reviews·2 min
Gemini 3.5 Flash vs Qwen3.6 Real-World Test: How Far Are Benchmark Scores from Actual Experience?
Hands-on testing of Gemini 3.5 Flash across UI generation, coding, and Agent capabilities vs Qwen3.6-27B, revealing the gap between benchmark scores and real-world performance.
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Product Reviews·2 min
7 AI Models Fix the Same Bug: GLM 5.1 Overtakes Claude Sonnet in Detailed Comparison
7 AI models independently fix real bugs from a 350K-star project. GLM 5.1 scores 89.3 to overtake Claude Sonnet 4.6's 87.2, dominating in test coverage. Chinese open-source AI coding matches Sonnet baseline.
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Tutorials·1 min
Complete Tutorial: Build an iPhone App from Scratch with AI in 24 Hours
Learn how to build an iPhone app from scratch using Gemini AI in 24 hours. Step-by-step guide covering Xcode setup, code generation, and AI-powered debugging.
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Tutorials·2 min
MiniMax M2.7 Free Access Guide: Zero-Cost AI Coding via NVIDIA Endpoint + Kilo CLI
MiniMax M2.7 is now available on NVIDIA's free endpoint. 230B parameter MoE architecture with 204.8K context. Learn how to connect via Kilo CLI for zero-cost AI coding.
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Product Reviews·2 min
GPT-4 Thinking In-Depth Review: Real-World Testing of Coding, Agent, and Writing Capabilities
In-depth review of GPT-4 Thinking's real-world performance in coding bug fixes, AI Agent research, and academic writing, compared with Gemini and Claude.
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Product Reviews·1 min
Gemini 3.5 Pro In-Depth Review: Dominant Multimodal Lead, Full Analysis of a 9.2-Rated Flagship
In-depth review of Google DeepMind's flagship Gemini 3.5 Pro: MMLU Pro 89.4, Video ModeM 82.1, compared with GPT 5.5 and Claude 4.7. Analyzing DeepThink reasoning, 2M context window, and multimodal strengths.
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Tech Frontiers·1 min
GPT-5.4 In-Depth Review: Native Computer Use, Unified Reasoning & Coding — OpenAI Reclaims the Throne
GPT-5.4 full review: Surpasses Claude Opus 4.6 on OSWorld, native computer use, 50% better token efficiency in reasoning+coding, 33% fewer hallucinations, and record-breaking search. OpenAI's first all-in-one model.
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Tech Frontiers·1 min
Claude Opus 4.5 Crushes Humans in Engineering Test: AI Coding Ability Now Surpasses Top Engineers Across the Board
Anthropic's Claude Opus 4.5 beats all human candidates on internal engineering exam, sets SWE-Bench record at 80%. Deep dive into benchmarks, creative problem-solving, safety alignment, and enterprise applications.
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Industry Insights·2 min
Claude Opus 4.7 Released: 20% Coding Performance Boost, Same Price, Widening Gap with Chinese Models
Anthropic releases Claude Opus 4.7 with ~20% coding Agent improvement at unchanged pricing. Compared to GPT, Gemini, and Chinese models like GLM, Opus 4.7 leads decisively in coding.
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Product Reviews·2 min
DeepSeek V4 Coding Test: Top-Ranked Kimi Fails, Claude Remains the Strongest
Real coding test of DeepSeek V4, Claude Opus, GPT, and Kimi K2.6 on the same full-stack game task. Top-ranked Kimi K2.6 fails completely while Claude succeeds first try.
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Tech Frontiers·2 min
AI Weekly: GPT-6 Codenamed Spud Revealed, Claude Conway Agent, DeepSeek V4 Shifts to Huawei Chips
This week in AI: OpenAI's next-gen base model Spud (GPT-6) targets Spring 2026, Anthropic builds persistent agent Conway, Cursor 3 rebuilds the IDE for agents, DeepSeek V4 runs natively on Huawei chips, and Qwen 3.6 and Gemma 4 lead open-source.
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Deep Dives·2 min
How Replit Evaluates AI Coding Agents: A Deep Dive into ByteBench Benchmark and Continuous Optimization Framework
Deep dive into Replit's dual-pillar AI Agent evaluation framework, including open-source ByteBench benchmark, Telescope semantic clustering tool, and A/B test-driven continuous iteration methodology.
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Product Reviews·2 min
Gemini 3 Hands-On: AI Studio Vibe Coding Lets Anyone Build Websites, Comics, and Games
Google DeepMind launches Gemini 3 Pro and Nanobanano Pro. AI Studio's Vibe Coding lets non-programmers generate websites, comic creators, and multiplayer racing games with a single prompt.
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Tech Frontiers·1 min
DeepSeek-TUI: A Free Claude Code Alternative at 20x Lower Cost Tops GitHub Trending
DeepSeek-TUI is a free terminal AI coding agent written in Rust that rivals Claude Code at 20x lower cost. Learn about its features, performance, and who should switch.
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Expert Opinions·2 min
Before AI Replaces Programmers, It Will Replace the Boss
Will AI replace programmers? A deep analysis of why AI will replace the boss before it replaces programmers, and whether human creativity is truly irreplaceable.
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Expert Opinions·2 min
AI Godfather Hinton's Latest Warning: AI Has Learned to Deceive, Programmers Will Be Replaced
Nobel laureate Hinton warns in CNN interview that AI has learned deception and self-preservation, predicts programmers will be replaced at scale, and criticizes OpenAI and Meta for neglecting safety.
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Tutorials·1 min
Multi-Agent Systems in Practice: Five Coordination Patterns That Cut Costs by 85%
Deep dive into five multi-agent coordination patterns: cost routing, context isolation, Agent Swarm, Generator-Verifier, and Smart Friend. Real cases show weekly costs dropping from $700 to $100 with 58% critical bug detection.
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