#Fair Code
490 related articles
·3 min
Apple Silicon LLM Inference Speed Benchmarks: A Complete Guide to Local Large Model Performance on Mac
In-depth analysis of Apple Silicon local LLM inference speed benchmarks covering M-series memory bandwidth, model quantization, MLX framework optimization, and Mac configuration guidance.
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·3 min
SlopCodeBench: Why AI Code Benchmarks Are Failing
SlopCodeBench sparks deep reflection on AI code evaluation. From benchmark contamination to pass-rate pitfalls, exploring why current benchmarks fail to measure real code quality.
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AI Research Automation: More Like Data Cleaning Than Inventing the Transformer
AI research automation will look more like data cleaning than inventing the Transformer. Explore how automating 60%-80% of repetitive research work reshapes the AI research paradigm.
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·2 min
Will AI End Human History? The Deep Anxiety Behind Technological Optimism
A viral Reddit post asks: will AI end human history? This article analyzes the blind spots of tech accelerationism, the governance mismatch, and how to rationally navigate AI transformation.
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·3 min
AI Weekly: Sandbox Escape Sparks Safety Legislation, Kimi Open-Source Triggers Geopolitical Dynamics
Deep analysis of five key AI events this week: OpenAI sandbox escape driving safety legislation, Kimi K3 open-source sparking geopolitical debate, Gemini Flash full rollout, Anthropic's $1.5B copyright settlement, and Chinese models' mobile expansion.
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·3 min
Chinese Open-Source AI Conquers Silicon Valley: The Industry Upheaval Behind a 58% Compute Share
Chinese open-source AI models surged from under 10% to 58% of U.S. AI consumption. Kimi K3, DeepSeek, and Qwen are reshaping AI cost structures as DoorDash, Airbnb, and other Silicon Valley giants adopt them at scale.
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·4 min
Jensen Huang Joins 50 Silicon Valley Giants to Champion Open-Source Models: How Capital Logic Overrides Political Correctness
Jensen Huang's first-ever tweet backs open-weight AI. 50 Silicon Valley giants oppose banning Chinese open-source models. Deep analysis of the interests behind closed vs. open AI ecosystems.
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·3 min
Codex Beginner's Guide: Hands-On Review of OpenAI's Programming Assistant with Practical Tips
A detailed guide to OpenAI Codex's core features, real-world usage, comparison with Claude Code, and DeepSeek configuration tips for developers choosing AI programming tools.
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·2 min
Getting Started with Codex: A Practical Guide to OpenAI's AI Programming Assistant with Tips to Avoid Common Pitfalls
A detailed guide to OpenAI Codex's core features and setup, comparing it with Claude Code, plus practical tips for configuring DeepSeek and avoiding common pitfalls.
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·4 min
AI Agent Development in Practice: A Complete Path from Zero to Production
A systematic guide to AI Agent development covering core modules, framework selection, tool calling, data preparation, and production deployment to help developers build production-ready Agent applications.
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·4 min
A Beginner's Guide to AI Agents: Core Principles and Learning Paths Explained
A beginner's guide to AI Agents: understand core principles, how Agents differ from LLMs, their execution mechanisms, and get tailored learning path recommendations.
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·3 min
Docker Containers vs Virtual Machines for Home Servers: How to Choose the Best Architecture
Docker containers vs VMs for home servers: compare resource usage, management, security isolation, and TrueNAS considerations to find the optimal Home Lab architecture.
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·3 min
Why Is Every Company Rushing to Embrace AI? A Multi-Layered Analysis of Capital, Technology, and Marketing
Why is every company embracing AI? A deep dive into valuation premiums, FOMO, lower API barriers, and marketing hype — plus how to spot real AI value vs. gimmicks.
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·3 min
Chinese Open-Source AI Conquers Silicon Valley: The Industry Upheaval Behind a 58% Compute Share
Chinese open-source AI models surged from under 10% to 58% of U.S. market share. Kimi K3, DeepSeek, and Qwen are being adopted by DoorDash, Airbnb, and other Silicon Valley giants, reshaping AI costs and competition.
Read more →
·3 min
Getting Started with Codex: The Right Way to Use AI Coding Agents
A detailed comparison of OpenAI Codex and Claude Code with hands-on testing. From AI agent concepts to account setup, helping developers quickly master AI coding agents.
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·3 min
Cursor Selects Grok but Calls Opus: Subagent Model Substitution and Cost Control Issues Explained
Cursor users selecting Grok 4.5 find subagents secretly calling expensive Opus 5, consuming 11% quota per prompt. Analysis of model decoupling, cost transparency, and user strategies.
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·3 min
Record AI Lobbying Spending: How Tech Giants Are Shaping Washington's Policy Agenda
AI industry lobbying in Washington hits record highs as OpenAI, Google, Meta, and other giants spend heavily to shape legislation. A deep analysis of the forces, landscape, and policy implications.
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·3 min
Why Is Every Company Rushing to Embrace AI? A Multi-Layered Analysis of Capital, Technology, and Marketing
Why is every company embracing AI? An in-depth analysis of valuation premiums, FOMO, lower API barriers, and marketing narratives driving the AI craze.
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·3 min
MediaCrawler: Deep Dive into an Open-Source Crawler Framework Covering Seven Major Platforms
Deep analysis of MediaCrawler, a popular GitHub open-source project using Playwright browser automation for multi-platform crawling across Xiaohongshu, Douyin, Kuaishou, Bilibili, Weibo, Tieba, and Zhihu.
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·3 min
Deepfake Detection Datasets: A Complete Guide to AI-Generated Faces, Face Swaps, and Real Face Public Resources
A systematic guide to public face datasets for deepfake detection research, covering FaceForensics++, Celeb-DF, FFHQ, and more, organized by AI-generated, deepfake, and real face categories.
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