AI Infrastructure

Google LiteRT: Running LLMs on Your Phone Without the Cloud

Google's LiteRT (formerly TensorFlow Lite) now powers on-device LLM inference across Android, iOS, and desktop, delivering up to 11,000+ tokens per second.

· 8 min read
Developer Tools

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?

· 9 min read
Developer Tools

Claude Code in GitHub Actions: 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.

· 9 min read
AI Infrastructure

MLX 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.

· 9 min read
AI Infrastructure

Prefill-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.

· 9 min read
AI Models

Qwen 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.

· 8 min read
AI Models

Running 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.

· 9 min read
Developer Tools

SWE-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.

· 8 min read
AI Models

Chinese 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.

· 9 min read
Security

Google 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.

· 7 min read
Healthcare

AI 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.

· 9 min read
AI Engineering

AI 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.

· 8 min read
AI Ethics

AI 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.

· 9 min read
AI Ethics

The AI Grief Split: When People Build Emotional Bonds with Language Models

Millions of users form genuine emotional attachments to AI companions, and when those systems change or shut down, the psychological fallout is clinically measurable—and almost entirely unaddressed by platforms or mental health frameworks.

· 8 min read
AI Tools

Alibaba's Page-Agent: Control Any Website With Natural Language

Alibaba's page-agent is a JavaScript library that lets an AI agent control any web interface through natural language—running entirely in-browser with no extensions, Python, or headless Chrome required. Here's what practitioners need to know.

· 8 min read