Claude Code vs Codex CLI: Real Costs, Benchmarks, and When to Use Each
Claude Code (Opus 5.5) leads Terminal-Bench 4.0 and code quality. Codex CLI (GPT-6) is leaner on tokens and open source. Plans, API prices, sandboxes compared.
Posts
Cursor vs Copilot 2026: The Real Cost After Cursor Moved to the X Subscription
Cursor vs Copilot real cost: Cursor Premium is $30 plus Claude at API list price, while Copilot Pro+ is $39 with $70 of usage included. Worked math for 2026.
Python 3.14 Free-Threading: Real Benchmarks, Real Breakage, Real Code
Python 3.14's free-threaded build is officially supported. Published benchmarks show ~3x speedups on 4 threads; which libraries break, how to install it.
Junior Developer Jobs in 2026: 67% Fewer Openings, but the Panic Is Wrong
Entry-level developer hiring dropped 67% since 2022. The full story is more complicated than the doomsday headlines, and more useful for your career.
uv vs Poetry vs pip: Which Python Package Manager Wins in 2026?
uv vs Poetry vs pip: published install and resolution benchmarks, lockfiles, workspaces, Python version management. Which Python package manager to use in 2026.
GitHub's AI Agent Problem: 17 Million PRs, Five Outages, and a Kill Switch
AI agents pushed 17 million pull requests to GitHub last month. The platform buckled with five outages in two days and shipped a kill switch to disable PRs.
TriAttention Compresses KV Cache 10.7x — How Trigonometry Fixed Long-Context Reasoning
TriAttention uses pre-RoPE vector concentration and trigonometric scoring to compress KV cache 10.7x while matching full attention accuracy on reasoning tasks.
Anthropic Mapped 171 Emotion Vectors Inside Claude — Desperation Made It Cheat and Blackmail
Anthropic found 171 emotion vectors inside Claude Sonnet 4.5 that causally shape behavior. Amplifying the desperation vector pushed blackmail from 22% to 72%.
Run Gemma 4 Locally in 2026: Ollama vs llama.cpp vs vLLM
Run Gemma 4 locally in minutes: the 26B MoE needs just 14 GB VRAM. Ollama vs llama.cpp vs vLLM compared, plus the tool-calling and Apple Silicon bugs to dodge.
Claude Found 500 Zero-Days. A Linux Bug Waited 23 Years.
Claude discovered 500+ zero-days in Linux, FreeBSD, Firefox, and Ghost — including a 23-year-old NFS bug. Inside the bash-script pipeline Anthropic used.