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Explore our complete collection of 274 articles. Expert insights on AI, technology, and software development.
Cursor vs Windsurf vs GitHub Copilot: Real-World Benchmark on a 50k-Line Codebase
Beyond synthetic benchmarks — Cursor, Windsurf, and GitHub Copilot tested on production refactor tasks. Which tool earns its subscription?
Developer ToolsDuckDB Is Embarrassing Snowflake on a $999 MacBook
DuckDB runs production analytics 5-10x faster than Snowflake at a fraction of the cost—no cloud required. Here's what the benchmarks and real migrations reveal.
Developer Tools[Claude Code in GitHub Actions](/articles/claude-code-vs-cursor-vs-copilot-after-the-april-2026-reshuffle-how/): A Complete Guide to Automated PR Fixes
How to wire Claude Code into GitHub Actions for automated PR fixes, CI failure remediation, and code review — with cost controls and security guardrails.
Infrastructure & RuntimeMLX vs llama.cpp on Apple Silicon: Which Runtime to Use for Local LLM Inference
MLX delivers 20-87% faster generation on Apple Silicon for models under 14B parameters. llama.cpp wins for cross-platform use and long contexts.
Infrastructure & RuntimePrefill-Decode Disaggregation: The Architecture Shift Redefining LLM Serving at Scale
Prefill-decode disaggregation separates compute-bound prefill from memory-bound decode onto dedicated hardware, eliminating phase interference.
Models & ResearchQwen 2.5 vs Llama 3.3: The Open-Weight Showdown Nobody Is Talking About
Alibaba's Qwen 2.5 beats Meta's Llama 3.3 on math, multilingual tasks, and structured data — yet gets a fraction of the Western press coverage.
Models & ResearchRunning DeepSeek R1 Locally: Hardware Requirements, Quantization, and Real Throughput
What hardware actually runs DeepSeek R1 at useful speeds? Specific token/s benchmarks across GPU configs, quantization options, and the honest tradeoffs.
Developer ToolsSWE-bench Verified Explained: What the Coding Agent Leaderboard Actually Measures (and What It Misses)
SWE-bench Verified tests AI agents on 500 real GitHub bug fixes. Learn what 'resolved 49%' means, how scoring works, and the benchmark's critical blind spots.
Models & ResearchChinese AI Models Compared: DeepSeek, Qwen, Kimi, Doubao, and Ernie
DeepSeek isn't China's only frontier AI. Compare DeepSeek, Qwen, Kimi, Doubao, and Ernie on benchmarks, licensing, API access, and use-case fit.
Ethics, Policy & SafetyUS vs. EU AI Regulation: Two Incompatible Visions for the AI Future
The EU enforces strict AI rules while the US deregulates — creating a compliance nightmare for global AI companies and risking permanent Balkanization of AI.
Ethics, Policy & SafetyWhen Federal AI Gets Reckless: The DOGE Social Security Data Story
A whistleblower alleges an ex-DOGE engineer took Social Security data on 500M Americans to a private job. Here's what happened, what laws were broken, and why it matters.
SecurityGoogle Closes the $32B Wiz Deal: Cloud Security Has a New Power Player
Google completed its landmark $32 billion all-cash acquisition of cloud security firm Wiz on March 11, 2026—the largest deal in Google's history—reshaping the cloud security landscape.
Agents & FrameworksAI Agents That Actually Learn: The Architecture Behind Hindsight Memory
Hindsight by vectorize-io is an open-source agent memory system that replaces stateless retrieval with structured, time-aware memory networks—achieving 91.4% on LongMemEval and showing what genuine agent learning looks like at the architecture level.
Culture & SocietyAI Diagnostics in 2026: Where Machines Now Outperform Radiologists
AI diagnostic tools demonstrably outperform human radiologists in several imaging modalities—yet fewer than 10% of U.S. hospitals have deployed them in clinical use. Here's the evidence, the gaps, and what's actually blocking adoption.
Ethics, Policy & SafetyAI Is Enabling Scientific Fraud at Scale, and Journals Aren't Ready
Automated paper mills powered by generative AI are flooding scientific literature with fraudulent research. Academic publishing's trust model—built on peer review—is collapsing faster than any countermeasure can respond.