Fact-checked, research-heavy essays on where AI is actually going.
Every one comes with a downloadable resource for your Claude Code sandbox.
Turn on Claude Skills and stop getting generic output
Skills are the feature that makes Claude follow your standards. They're built in, free, and off by default. Here's how to switch them on and start using them today.
Build your first Claude Skill with no code
The built-in skill-creator turns a plain-English description into a working skill. If you can explain a process to a coworker, you can build one. Here's the whole flow.
Write skill triggers that fire on their own
A brilliant skill that lives in a menu you never open is worse than a mediocre one that auto-triggers. The difference is the description. Here's how to write one that works.
Turn any good chat into a reusable skill
Your best Claude chats are skills you haven't saved yet. With one click you can package a workflow you already solved and rerun it whenever you need it.
Bundle your skills into a shareable plugin
A single skill helps you. A plugin helps your whole team. Here's how to package a set of skills into one install and distribute your standards.
Teach Claude the why, not just the what
Anthropic's alignment research found that explaining the reasons behind good behavior generalizes better than showing examples of it. The same idea makes your prompts and skills far more reliable.
Dynamic Workflows: run hundreds of agents in one session
Claude Opus 4.8 introduced Dynamic Workflows — Claude Code's orchestration layer for jobs too big for a single pass. It writes its own plan, runs subagents in parallel, and verifies the output.
Loop engineering: stop prompting, start looping
The biggest mindset shift of 2026 isn't a new model — it's designing agentic loops instead of typing prompts one at a time. The pattern is simple: gather context, take action, verify, repeat.
Agent teams: give each subagent one clear job
A single agent doing everything hits a wall — full context, blurred focus, drifting quality. Agent teams fix that by splitting the work across specialized subagents coordinated by a lead.
Claude Cowork: an AI coworker on your Mac and your phone
Cowork is now generally available on macOS and Windows. It works your actual files, can use your computer, and Pro/Max users can dispatch tasks from their phone via a persistent agent thread.
MCP connectors: plug Claude into your tools, no code
Claude can only help with what it can see. MCP connectors let you connect Claude to your apps and data — like USB-C for AI — so it can act on your real stack instead of guessing.
Fast vs deep: pick the right Opus 4.8 mode
Opus 4.8 can run in a Fast mode that's about 2.5x quicker and roughly 3x cheaper than earlier fast modes — or in full deep-reasoning mode. The skill is matching the mode to the task.
Auto Mode: let Claude run the safe stuff on its own
Auto Mode grades every action Claude wants to take, runs the safe ones automatically, and blocks the risky ones — so you stop rubber-stamping 'allow' on long jobs without giving up control.
Cowork computer use: let Claude use your actual desktop
Computer use lets Claude open apps, click, and type on your screen — so it can finish work even in tools that have no integration. Here's how it works and where a non-developer should start.
Install community AI skills without getting burned
A community skill runs inside your Claude, so adding one is a real trust decision — not a free freebie. Here are the five checks that take two minutes and keep a bad skill out.
Command, skill, subagent, or hook — which one do you need?
Claude can be extended four ways and they look confusingly similar. Here's the plain-English map: a command is a saved prompt, a skill is real know-how, a subagent is isolated work, and a hook is an enforced rule.
Give Claude a memory so you stop repeating yourself
A CLAUDE.md file is a plain document Claude reads automatically at the start of your work — your role, preferences, and rules. Set it once and every conversation starts already briefed.
Plugins & marketplaces: install a whole toolkit at once
A plugin bundles skills, tools, and connectors into one installable package — and the official marketplace already has 100+. Here's how to browse, install, and vet them as a non-developer.