This week in AI, filteredWeekly issue · Oct 18 to Oct 24 · Eastern time

Everyone's selling AI employees.
Start with one scheduled task.

The filter, not the firehose.
What changed in AI, what can help,
and what you can leave alone.

What changed. What you can try. What you can leave alone.

1real buildA task that ran while I was busy.
9verdictsEach with why it matters, or doesn't.
15source pages linkedOfficial pages and podcasts.

My goal: save you time, reduce noise, and help you make steady progress.

Read this first

This week in 30 seconds

If you do one thing: copy one of the three scheduled tasks below and let it run once. If you do two, check whether Etsy, Notion or PHP touches your business.

01THIS WEEK'S BUILD

Everyone's selling AI employees. Start with one scheduled task.

A lot of the creator newsletters I read this week were about the same thing: AI that does the work while you're not looking.

Some of it is a whole team of named AI employees. Some of it is a guide with seventeen automations to copy. Underneath all of it is one simple feature: a scheduled task. You write one instruction, pick when it runs, and the result is waiting for you. No chat to open, nothing to remember.

Here's mine from this week. After the October 19 Brief went out, I asked Claude to pull my email stats two days later and tell me what they meant. I didn't set a reminder. On Wednesday morning the readout was waiting: fewer people opened than last time, but the people who did open clicked at the same rate. So the likely problem was my subject line or send time, not what was inside. I'd never have gotten to that on a busy week, because I'd never have remembered to look.

The research behind this Brief runs the same way now: a daily news scan, a nightly look at what other AI educators are teaching, and a Saturday podcast pass.

One honest warning: set it once doesn't mean forget it forever. Earlier this month I found out a few of my older automations had quietly stopped weeks before. Some had run limits nobody remembered setting. Nothing told me. So check your Scheduled list now and then. A stopped task shows up there.

Where scheduled tasks live

  • Claude: click Scheduled in the sidebar. It's on all paid plans (Pro, Max, Team and Enterprise), and tasks run on Claude's side, so they keep going when your laptop is closed. Not on Claude Free. Claude's guide
  • ChatGPT: also Scheduled in the sidebar, on every plan. Free and Go get 3 active tasks that run at most once a day, Plus gets 5, and Pro gets 15. On Plus and up, a task in ChatGPT Work can also start when a certain email arrives. OpenAI's guide

Three tasks to copy (pick the one you'd miss most)

Each one needs your email (and the first one your calendar) connected: Settings → Connectors in Claude, Settings → Apps in ChatGPT. Paste the prompt into Claude Cowork or a ChatGPT chat, answer any question it asks about the schedule, and confirm. None of them sends anything.

If you work with clients and their information lives in that inbox or calendar, connecting it is your agency's or practice's call, not a personal setting. Start with an account that doesn't hold client records.

Monday: what needs me this week

Every Monday at 8 AM, look at my calendar for this week and my email from the past 7 days. Give me a short list: the three things that most need me this week, any deadline I might miss, and anything I promised someone that I haven't done yet. Keep it to one screen. Don't send or change anything.

Monday: who replied to my newsletter

Every Monday at 9 AM, find the replies in my email to the newsletter I sent in the past 7 days. Count them, sort them into two or three themes, and list the ones that need a personal answer from me. Don't reply to anyone.

That second one is an idea I picked up from an email marketer I follow, and it's a good one: your email platform counts opens and clicks, but it doesn't count replies, and replies are the best sign people actually want your emails.

Friday: who I still need to follow up with

Every Friday at 2 PM, look at the emails I sent this week that haven't gotten a reply. List the ones that probably need a follow-up, with one line on why. Don't send anything.

Why one and not thirteen

A team of AI employees sounds great until you're the one checking all their work. Start with the one task you'd actually miss if it stopped. When it's been useful for a few weeks, add the next one.
02CHECK

Three checks worth five minutes

Each of these only matters if it's your platform. If it isn't, skip it.

  • Etsy changed its AI rules on October 22. Every listing now needs at least one unedited photo of the actual item against a real background (Etsy says some item types have exceptions). If you sell patterns, recipes or instructions, those have to be your own work, not AI-generated, and you'll need to show a real result made from them. Listings made by bots with no human involved get removed. You can still use AI to fix lighting, crop or change the background on your other photos. Etsy didn't name printables or digital art, so read the policy for your category. Etsy's update
  • Notion AI moved to monthly credits. On Business and Enterprise plans, each person gets Standard credits (Notion picks the model) and Select credits (you pick the model, or run Custom Agents). New workspaces switched October 19, and existing ones switch November 2. Notion says most people won't run out. If you run Custom Agents, check whose credits they use: by default it's the owner's, even when other people use them. Notion's help page
  • PHP got a critical security fix on October 21. PHP runs a big part of the web, including WordPress. If you run your own WordPress site on a hosting company, email them this week and ask whether PHP has been updated. If you're on a hosted builder like Squarespace, Wix, Kajabi or Skool, they run their own servers. PHP Foundation
03TRY IT

Gemini lets you check the plan before it makes anything

  • Gemini Notebook added a Review step (October 19). Notebook turns your sources into slides or a video. Now, with Review on, you see the outline (for slides) or the producer notes (for video) first, and you can change the order or add a summary before anything is made. Google says it's rolling out to all Gemini Notebook users. Google's post
  • Gemini has a new page for small business owners (October 20). You can connect Google Business Profile, Google Ads and Workspace, plus apps like Shopify and Canva, and upload your brand style once so the visuals it makes look like yours. Check whether you see it in your Gemini app yet. Google's post

What to do: if you make workshop or webinar slides from your own notes, try one deck in Notebook with Review on. Fixing the outline is a lot faster than fixing twelve finished slides.

04WATCH

Claude Duet, the Claude that messages you first

Anthropic opened a research preview of Claude Duet on October 21. It's a phone app you message like a person. Each morning it looks across your email and calendar, tells you what needs you, and can start drafting. It's designed to ask before it sends a message, makes a payment, signs a document or deletes anything.

  • Who can get it: Pro and Max plans in the US, by waitlist. Invitations go out in waves.
  • What it costs: nothing extra, but its background work counts against your usage limits.
  • What it can't do yet: connect to Microsoft 365, or let you pick the model. Duet help page

One boundary before any agent acts for you: give it access without giving it your passwords. Keep the logins it's allowed to use separate from the ones it isn't (your bank stays out), and say yes to every purchase yourself. Duet is built that way: you type passwords into a separate form, and each purchase uses a one-time card.

What to do: if you're on Pro or Max in the US and you want it, join the waitlist. Otherwise, nothing yet.

05SHORT NOTES

Short notes

  • ChatGPT ads reached 26 more countries (October 21). They show on the Free and Go plans. OpenAI's post
  • Custom GPTs still retire December 11. If you built one and haven't moved it yet, it's on the list. OpenAI's FAQ
06MODEL WATCH

No switching needed this week. One model leaves, one arrives.

  • Claude Haiku 4.5 leaves the model menu on October 29 in chat, Cowork and Claude Design on Free, Pro and Max. If you'd picked it for quick jobs, use Haiku 5.5. Claude's notice
  • Kimi K3.1 Pro arrived October 23. It's a new open-weight model from Moonshot AI with a very long memory for big documents, available on kimi.com and through its API, with the full model files promised by November 4. Moonshot's own tests put it close to Claude Opus 5.5 on coding work, but there are no independent scores yet. Skip it unless you build software. Moonshot's post
  • Which model for which job: no new independent results this week, so last week's picks still stand.
07SAFE TO IGNORE

Safe to ignore

  • Anthropic's public benefit fund: a plan to set aside company shares. Company news, not a change to your tools.
  • Agent Skills moving to an industry foundation: good for the long run, nothing to do now.
  • Data centers in shipping containers and AI company debt: big-money headlines that don't touch your day.
  • This week's new image and video models: worth a look only if you make visuals every day.

One thing to steal

The stalled-deal email

On the October 19 episode of Using AI at Work, Paul Burani described what he does when a deal that was moving suddenly goes quiet. He tells his AI which deal, what he's already tried, and asks for an email that respectfully interrupts the pattern, ideally tied to something recent about them. He says he sends the first draft most of the time.

You don't need his setup. Paste your last two emails and their last reply into a chat, then add this:

Copy this prompt

This conversation went quiet after a good call, and I've already followed up twice (my last two emails and their last reply are above). Write a short email that gives them a real reason to reply, not a nudge about my timeline. If you can tie it to something recent about them or their field, do that, and tell me where you got it so I can check it. Keep my tone and keep it under 120 words.

Check any “something recent about them” line yourself before you send it. And if you set up the Friday task above, this is what you do with its list.

What I'm watching

Claude Duet invitations, and whether the morning brief is worth the usage it costs.

Whether Kimi K3.1 Pro gets an independent score once its model files are out.

One question

What's one check you do every week that you'd love to stop doing by hand? Tell me in the comments.

Sources & reporting notes

News from October 18 to October 24, 2026. Product details come from each company's official pages, and the steal comes from a podcast episode.

  1. support.claude.com · Scheduled tasks
  2. help.openai.com · Scheduled tasks
  3. etsy.com · AI rules, Oct 22
  4. notion.com · AI credits
  5. notion.com · Credits, Oct 19
  6. thephp.foundation · Security, Oct 21
  7. blog.google · Notebook, Oct 19
  8. blog.google · Small business, Oct 20
  9. claude.com · Duet, Oct 21
  10. support.claude.com · Duet
  11. openai.com · Ads, Oct 21
  12. help.openai.com · Custom GPT FAQ
  13. support.claude.com · Haiku 4.5
  14. kimi.com · K3.1 Pro, Oct 23
  15. Using AI at Work · Oct 19

The Self-Taught AI Lab

Bring the useful part into the Lab.