Gemini 4 Carbon: what it is and why you can't use it yet
Gemini 4 Carbon is Google's strongest security model, but only selected teams can use it. What it does, why it launched closed, and what to use today.
13 articles
Gemini 4 Carbon is Google's strongest security model, but only selected teams can use it. What it does, why it launched closed, and what to use today.
GitHub's Octoverse 2026 shows 40% of pull requests now start with an AI agent. The key numbers, and what the teams where it works do differently.
A developer let Claude Opus 5.5 translate the TypeScript compiler to Rust for two weeks. It passes all 184,749 tests and he says he never read a line. What happened, what's overhyped, and how to use the same structure for a migration in your own project.
TypeSafe launched Jev, an AI model that doesn't generate text: it answers closed questions about a piece of text in a tenth of a second, for a fraction of the price. What it is, how to use it, where it fails, and how to try it.
Anthropic released Claude Opus 5.5: cheaper, faster, and with three new restrictions. What it does to the bill for a real session, when fast mode is worth it, who it breaks things for, and how to test it on your repo.
Claude Code, Codex, Copilot and Cursor now run the same frontier models and cost roughly the same. What separates them is the harness: how much you supervise, how much you delegate, and where it runs. How to choose by the work.
Coding fast with an agent and coding well aren't the same thing, but they're not contradictory either. The habits and tools — CLAUDE.md, plan mode, subagents, hooks — that keep code scalable and clean, even when Claude wrote it.
A Skill is a folder with instructions that Claude reads on its own when it's needed, without taking up context until then. How to use the ones that already exist, how to build your own step by step, and what to check before installing someone else's.
Archify is a free skill for Claude Code, Codex, Cursor, and opencode that draws verified architecture diagrams instead of invented ones: it splits writing a typed description of the system, validating it, and only then drawing it.
A coding agent can burn half its tokens on a log or a JSON blob that never needed to be sent whole. Headroom is a free tool that compresses that before it reaches the model, without changing the answer, and without sending your code anywhere to do it.
Ten commands that solve the same four problems you already have: the context that fills up, the setup you never did, the change that has to be undone, and the work that does not fit in one turn.
Three free tools you need to know exist. One imposes a way of working before any code gets written. Another shows you where your tokens go. The third gives it design judgement. What each one does, how to install them, and what they cost you.
You deleted a commit, something broke and you do not know when, or you need to undo something you already pushed. Five commands almost nobody uses until they need them, explained with the exact situation that calls for each one.