AI Automation
Routine handed to the machine: tool chains, scripts and processes that stop needing a person.
Articles
VoiceStudio: Voiceovers, Video Dubbing and Audiobooks in Your Own Voice on Your Own Computer (From Scratch)
How do you voice a video in your own voice in a language you don't speak? Install VoiceStudio, clone your voice, dub a video and build an audiobook.
Job Hunting With Claude Code: a Tailored Resume and Cover Letter for Every Posting in One Command (Setup From Scratch)
A resume and cover letter for one specific job in a single command: install ai-job-search, fill in your profile, paste a link, get PDFs a second agent checked.
A Telegram assistant on a $10 board. What exactly costs ten dollars?
Can you run your own AI helper in Telegram without a server or a computer left on? We took PicoClaw apart: what it runs on, what the viral post got wrong.
A model learned to teach itself. So why didn't it get any better at code?
You expect self-training AI to improve at everything. Instead, research gets better and code stays flat. We unpack the Sakana AI and Berkeley paper.
Your agent's model bill has a ceiling by default. The server it deployed does not. Where do you turn on a hard cap?
Model APIs stop your agent at the tier ceiling. The cloud where it deployed a service usually just emails you. Where to set a hard cap, and where it fails.
Posts, DMs and a content plan without an SMM manager: what do you set up so it all runs itself?
An SMM manager costs about 80,000 ₽ a month, yet four services split the routine: morning topics, copy, autoposting and keyword DMs. What to set up in each.
OpenAI Dots works without being asked. What did OpenAI find when it gave one ten tasks in a row?
Coverage says OpenAI Dots doesn't use up your limits. Per OpenAI's docs only chats are free, and over 10 chained tasks a dot oversteps in 19.7% of trials.
The model that will take 70% of the decisions away from ordinary LLMs. What is Jev?
Imagine a model that generates no text at all: you hand it state and typed questions, and you get values with probabilities back in a hundredth of a second. That is Jev, launched on 15 September. We go through the numbers from the source, where it fits inside an agent, and the nine places its own authors say it fails.
Anthropic raised Claude Code's weekly limits by 25% and cut them by 17% on the same day. How are both numbers true?
Imagine being told you got a raise, then hitting the ceiling earlier than usual the following week. That is what happened to Claude Code on 14 September. Here is why both figures are honest, what actually changed, what did not, and where your weekly allowance really goes.
What happens when you cross Claude Code with ChatGPT?
Imagine Claude Code becoming the architect of your tasks, with a Chrome extension that gives it access to other AIs: ChatGPT, for one, which makes some of the best images around. You describe what you need, and the agent walks into the chat, generates, downloads and files the result into your project. We tried it on a series of eight covers. Here is what came out.
deploy-your-own-saas: 149 self-hosted apps instead of subscriptions
A catalogue of self-hosted alternatives to Google Photos, Notion, Spotify and Dropbox that updates itself daily and marks abandoned projects honestly.
geo-seo-claude: audit your site for ChatGPT and Perplexity
A Claude Code skill that checks if your site is ready for AI answers: crawler access, llms.txt, passage citability and Schema. One command, one report.
caveman: a third off your tokens by having the agent read less
A project whose motto tells you everything: "why many token when few token also trick". What it actually cuts, what the benchmark shows, and why the licence matters more here than the savings figures.
The Claude Code ecosystem: what to take and what to skip
There are now more catalogues and templates around Claude Code than there is time to check them. Here is which repositories actually save hours, and which are just long lists of links.