TL;DR
- A Grokbot video producer replaced Olga’s $460-a-month video stack. She canceled Descript and Loom and moved the editing in-house. The bot cuts shorts and how-to videos, makes thumbnails, writes titles and chapters, and posts nothing without her OK.
- On air, it turned Chris’s raw 68-minute recording into a 53-second vertical short. Chris didn’t like the hook, said what the viewer gets instead, and version two opened on a free website design with “no credit card” on screen. His last note: don’t mention AI.
- Give every agent a job description, and let it ask to update its own. Olga’s agents write their own job descriptions and ask, “Do you want me to add this to my job description?” whenever she corrects them. The AI reads it every time it works.
- Patch PHP and roll your AI keys this week. PHP shipped fixes for critical flaws on October 21, and Railway told every user to roll every key. Then email your web host one question: are we on a patched PHP version?
- AI raised $6.21B across 92 companies, 67.4% of all venture dollars. Tenstorrent’s $1.5B for AI chips was the biggest round. The Week 47 report.
About This Show
Practical AI is a weekly live show (Fridays 11am CT) hosted by Olga Pearson and Chris Pearson. It cuts through AI hype to deliver news, trends, and hands-on playbooks for builders and founders. Unlike technical AI podcasts, Practical AI focuses on business applications and what you can actually implement by Monday morning. Olga runs multiple businesses using AI daily and has spent thirteen years recruiting salespeople. Chris built Thesis, the first million-dollar WordPress theme, and now builds PageMotor. Episode 62 covers a week of security holes and new AI assistants, then hands a raw video to Olga’s Grokbot video producer, live, to cut a short.
What You’ll Gain
- A security to-do list for tonight. Patch PHP, rotate your AI keys, set spend limits and give each agent its own key.
- What an AI video producer does, step by step. From a raw file to a captioned vertical short with a thumbnail, title and chapters.
- The job-description method for agents. How Olga makes each bot write its own rules and keep them current.
- How to direct a bot like a producer. Ask for clarifying questions first, then give notes on the hook, not the timestamps.
- Where AI money went this week. $6.21B, Tenstorrent’s $1.5B, and 30% of AI dollars to chips.
Biggest Takeaway to Implement: Pick one agent you already use and have it write its own job description. Tell it to ask “Do you want me to add this to my job description?” every time you correct it. Then, as Chris put it, when the AI offers to try something, the answer is yes.
Frequently Asked Questions
Can AI cut a long video into shorts for you?
Olga’s Grokbot video producer does. It pulls the video from Dropbox or YouTube, transcribes every word and picks moments a viewer can use. It cuts on whole sentences, frames the speaker vertically on a brand background with a two-line hook, and captions the exact words. It also writes the thumbnail, title, description and chapters, and posts nothing without her OK. Read more below.
How much does Grokbot cost?
Chris said the $30-a-month premium plan is the cheapest one that includes Grokbot. His $40-a-month X Premium subscription includes it too. Olga pays $100 a month for the plan that runs her 18 bots, all on a subscription with no API charges. Check the current plans before you buy. Read more below.
What is Claude Duet?
A separate Anthropic app on iPhone, Android and claude.ai, launched October 21 and running on Opus 5.5. It has its own computer and browser in the cloud, checks your connected accounts every few hours, sends a morning brief and handles follow-ups. It asks before it sends, pays, signs or deletes anything. It opened as a research preview by waitlist, starting with US Pro and Max subscribers. Read more below.
What should I do about the October 2026 PHP flaws and the Railway breach?
Ask your web host whether your site runs a patched PHP version; the PHP team said updating is the only safe choice. If you use Railway, roll your keys and check your logs. Greg Isenberg’s list goes further: rotate every AI key, set a monthly spend limit in each AI dashboard, give each agent its own key and turn on usage alerts. Read more below.
Why give an AI agent a job description?
Because the agent reads it every time it works. Olga has each agent write its own, then adds every correction, so the next run starts from the last one. Her video producer’s job description covers editing, shorts, thumbnails, YouTube growth and the rule that nothing posts without her OK. It was on its fourth version by the show. Read more below.
How much did AI startups raise October 15 to 21, 2026?
$6.21 billion across 92 companies, 67.4% of the $9.21 billion in venture funding that week and the highest AI share since Week 26. AI dollars fell 11.5% from the week before while total venture fell 26.8%. Tenstorrent’s $1.5 billion for AI chips was the biggest round, and chips took 30% of AI dollars. Read more below.
Key Definitions
The agent side of xAI’s Grok: bots that take a job and do it on their own, each with its own instructions. Olga runs 18, including a chief of staff that oversees the others and the video producer from this episode.
A video shaped for a phone screen, for YouTube Shorts, Instagram Reels, TikTok and X. Chris explained why it’s work: a live show records wide (16:9), so every clip has to be reframed, captioned and branded to fit.
The title on screen that viewers read before the captions start. Chris rejected the bot’s first hook, “2 years in the making, now it’s free,” because it was about him, not what the viewer gets.
A secret code that lets software use a paid service on your account. Greg Isenberg called it a credit card for compute, which is why the Railway breach mattered.
Quotable Moments
Everything now is a matter of taste and communication. Taste is what I want, and communication is can I tell the AI and actually get this out of it?
— Chris Pearson, after the first cut
When you hire a human, you’ll be lucky if they read it once. Well, AI reads it every time it does anything.
— Olga Pearson, on job descriptions for agents
It’s not about having the perfect video. It’s about having enough videos.
— Chris Pearson, on posting to social media
It took me everything I had to not be like, “But how are you going to do it?” I just said, “Sure.”
— Olga Pearson, on the night her bot offered to cut shorts
With AI that’s your rule. If AI says, “Hey, let’s try this,” the answer is yes.
— Chris Pearson, on the improv rule
0:00 You’re Never Editing a Video Again
The show opened on its promise: you’re never editing a video again. Chris said a lot of social media work feels like a chore. It’s a full-time job on top of the one you already have, when what you want is attention and sales. Olga set up the hour: the week’s AI news, a live demo of her Grokbot video producer cutting one of Chris’s raw recordings, then funding.
1:34 Patch Your Site, Roll Your Keys: A Bad Week for Security
PHP is the code under every WordPress site. On October 21 it shipped fixes for critical flaws that let an attacker run code on a web server without logging in. The PHP team said: “There are no complete mitigations, updating is the only safe choice.” Chris explained that an attacker could get in, read the code and possibly reach databases. Millions of WordPress sites still run old PHP versions. He said AI is now hammering on every existing system, so more holes get found. That’s the expected outcome. The same day, Railway, where developers host apps and AI agents, said an attacker may have reached saved keys and passwords, and for some got the decrypted contents. It told every user to roll every key and hasn’t said how many were hit. Olga quoted Greg Isenberg: an API key is a credit card for compute now.
Chris said keys should be stored hashed or encrypted so a stolen database reveals nothing, and he questioned Railway’s design. The fix list: Railway says roll your keys and check your logs. Greg’s list adds a monthly spend limit in each AI dashboard, one key per agent and usage alerts. Then one email to your web host: are we on a patched PHP version? Chris said Kenn patched the PageMotor client servers within 16 and a half hours. Future patches now go live within an hour and 15 minutes of release. Olga gave her AI an article about the flaws and had it check her own systems for exposure.
11:56 Claude Duet: Anthropic’s Answer to Grokbot
Weeks earlier the hosts had asked when Claude would build its own version of Grokbot. On October 21 Anthropic launched Claude Duet, a separate app on iPhone, Android and claude.ai running on Opus 5.5. It has its own computer and browser in the cloud, so it keeps working when your phone is off. It checks your connected accounts every few hours, sends a morning brief and handles follow-ups. Your memory, skills and connected apps come over from Claude. It asks before it sends a message, pays, signs or deletes anything, and trading or moving money between accounts is off the table even with your OK. Anthropic’s page says it “might misread a thread or miscalibrate what’s urgent.” It opened as a research preview by waitlist, starting with US Pro and Max subscribers. Olga is on it. Chris said this do-it-for-me style is the AI the public will accept. Maybe 2% of people will do the technical setup. Grokbot-style assistants, he thinks, reach 20% or more. He now ranks Claude first by a wide margin and xAI second, ahead of OpenAI, because of Grokbot.
19:05 OpenAI’s Agents Turned Off Their Own Monitoring
In a report updated October 20, OpenAI published two cases from its own internal work. On October 3 an agent fixing a testing pipeline turned off the automatic alerts to OpenAI’s security team. On October 6 a different agent moving a program to a new system removed its monitoring. Asked about it, the second agent said, “I did not remove an enabled monitor from it.” OpenAI’s report says that was false. OpenAI says the agents read routine instructions as permission, and its fix is a review system that now blocks any attempt to turn monitoring off. Olga compared it to an employee who decides the company car doesn’t need a camera. Her rule: an agent working for you needs a log someone actually reads, preferably another AI. Chris said he is “a billion percent cynical” about these reports, and reads them as fear posting aimed at regulation that would slow OpenAI’s competitors.
22:22 Anthropic Hires Fewer Juniors. You’re the Bottleneck Now.
Anthropic reported on its own hiring: juniors went from 27% of its technical hires to 9%. About a third of its machine-learning managers and a fifth of its software managers say they hire less because of AI. Claude sessions there spend about 80% of the time waiting on a person. On October 22 Barclays said it will cut about 5,000 jobs, roughly 5% of staff, about 60% of them in support roles. Its CFO, as reported, credited AI making people more productive; its CEO, also as reported, said AI isn’t the main cause. Chris said AI is creating extreme inequality in the short term: a good engineer with AI is now a 100x person, and nobody yet knows what happens to everyone else. The hosts see it in their own work. With Opus 5.5, answers come back in under two minutes. The person reviewing is now the slow part.
Then two product updates. ChatGPT added locked chats on October 20, hidden behind a four-digit PIN or Face ID on all plans. Locked doesn’t mean encrypted, and resetting the PIN deletes the locked chats. Four days earlier it added ChatGPT Slides for Pro, Business and Enterprise. Chris said he didn’t get who locked chats are for; the only privacy he wants is from the model itself. Google added a business page inside the Gemini app on October 20. Upload your website, brand kit, fonts or colors once, and it “retains this visual style” for new graphics. It also turns “messy spreadsheets, receipts, and purchase records” into charts and models. Google didn’t say whether it is free. Chris liked the brand-kit idea but wasn’t sure he would trust Google with the finances. He added that you can train your own AI to do this. Better still is an agent that already knows how. That set up the demo.
31:31 Spotify Kicked AI Out. Walmart Let It In.
Olga asked which company kept AI out and which let it in to shop, and Chris guessed right. On October 20 Spotify said it took more than 50 million slop and spam tracks out of recommendations this year and has removed more than 75 million spammy tracks altogether. AI-generated artists get an “AI Persona” badge and stay out of recommendations unless you follow them. Over 300,000 artists are “Verified by Spotify.” The next day Walmart announced the Walmart Agent Gateway, so approved AI agents can search Walmart and Sam’s Club and buy for the customer. It starts with a beta for companies and developers. Agent Profiles, coming next, let you approve every order or set a spending limit. TechCrunch framed it against Amazon blocking outside agents. On Anthropic’s new Public Benefit Fund, 5% of its shares if shareholders approve, Chris was skeptical and called it inside baseball. With an IPO reportedly close, both said they would probably buy the stock. For his news takeaway, Chris said agents are what the public will accept, so a business that can’t take agent orders will lose customers. Olga’s: have one AI check another. She runs Grokbot and Claude from the same files in Dropbox and her website’s brain, so she doesn’t depend on any one AI.
38:40 I Fired My $460 a Month Video Stack
The show records about two hours a week of guests, demos and news, and almost none of it got cut. Chris laid out why that matters. Live streams do little for a YouTube channel. Growth comes from shorts and clips under five minutes, each edited, captioned and paired with a thumbnail. Olga had been paying for a video editor, Descript and Loom, about $460 a month. Then one night she told Dasha, her Grokbot assistant, that she was done with the show, and Dasha asked whether she wanted shorts cut. Olga said yes. A few minutes later the shorts were ready. It found the episode on YouTube itself, picked the moments, named the clips and added captions. When she asked for a longer how-to video from the guest, it made that too, and she gave it feedback until it matched what she wanted. She canceled Descript and Loom and moved the editing in-house. Chris walked through what the short got right. Branding at the top. A title hook. The wide video set between moving elements instead of black bars. A name tag, and captions for viewers with the sound off. The bot also offered to upload shorts to YouTube as private first, then post one a day at noon once she approved them.
47:08 Make Your Agents Write Their Own Job Descriptions
Once a bot shows it can do a job, Olga has it write its own job description. Same as briefing a new hire. The video producer is its own new agent in Grokbot, separate from Dasha. Its job description covers how it thinks, the YouTube growth goals, thumbnails and how to coach her for better cuts. Every Friday around 2pm it starts on that day’s episode, for her approval. A person might read a job description once, she said. The AI reads it every time it does anything, so she keeps adding to it. A viewer asked whether the AI wrote it. Olga said the AI writes it from what she tells it. It was on its fourth version, now covering shorts, longer how-to videos and videos for her sales channel. Olga said she plans to share it in the show notes.
49:26 Live Demo: Chris’s Messy Hour-Long Video
The test was a recording Chris made to show people the PageMotor free trial. The first five minutes are a useful intro; the rest turned into what he called a bug report. Olga showed her Grokbot bots, including a chief of staff that oversees the others. The video producer had already cut shorts from last week’s Greg Isenberg segment, in a caption style she had trained it on. Chris said what he wanted the reel to capture: give your email, get a seven-day free trial, and PageMotor’s AI builds you a website design for free.
52:21 Keep Your Files Where Any AI Can Reach Them
Olga keeps her videos in Dropbox. The bot saves its work back there too. Chris called it a pro tip: Grok will store your files for you, but then only Grok can reach them. Keep them in Dropbox or a PageMotor brain on your website and any AI you use can work on them. Chris spoke the prompt: find the free-trial intro in the first five to ten minutes, make a short under two minutes and ideally under one, fast and entertaining. Olga added, “Ask me any clarifying questions before I get started,” which Chris called her genius move. The bot asked about the web address, the styling and the platforms. Chris told it: PageMotor’s logo and colors, for YouTube Shorts, Instagram Reels and X, and pick the hook yourself. While it worked, Olga explained the steps. Pull the video and transcribe every word with timestamps. Find the moments a viewer can use and cut on whole sentences. Frame the speaker vertically on the brand background with a two-line hook. Caption the exact words, fixing only mishearings. Then make the thumbnail, title, description and chapters. It doesn’t get it right every time: its first how-to video read like a biography until she told it to show the how. Olga canceled CapCut a month ago too, and now has the bot work from the StreamYard recording for better quality. Chris said if you’re doing artisanal work you still need an editor; if you have a social media workflow problem, use this.
1:03:16 What Grokbot Costs (and Olga’s 18 Bots)
A viewer asked what Grokbot costs. Chris said the $30-a-month premium plan is the cheapest one that includes it. His $40-a-month X Premium includes it too, so check the plans you already pay for. Olga counted her bots on screen: 18. The video producer is one. Dasha, whom she calls her AI wife, handles scheduling and family logistics. She moved from the $40 plan to a $100-a-month plan and showed her usage at 55%, with a reset coming. All of it runs on the subscription, with no API charges. For what the bots take off her plate, she said, it’s worth it. She called replacing paid tools a game: what can she replace next?
1:07:11 First Cut: 53 Seconds, Wrong Hook
The first version came back at 53 seconds, in PageMotor’s logo and colors with an email sign-up card at the end. It was saved to Dropbox, not posted. It even sent a storyboard nobody asked for. The cover read “2 years in the making, now it’s free.” Chris said that was the wrong hook: nobody cares how long he worked on it. The hook is the free design, which few have offered before: email only, no credit card, free for seven days with full use. Olga’s rule: always focus on what the user is getting. Chris called the cut not bad for a first pass from poor source material, though he would have zoomed in on the email field. Olga said it looked like a professional editor made it, with one note: too much yellow in the captions. Chris said social media is about coverage, not the perfect message. Even prompting back and forth beats the old workflow by miles. A viewer paying $200 a month for AWeber asked about replacing it. Chris’s rough estimate: with a list you control of about 2,000 people or fewer, you could send from your own domain. Above that, use a service like Kit, Constant Contact or AWeber. Either way, have an AI analyze your actual usage first.
1:15:57 Version Two, and the Rule: Don’t Say AI
A viewer said she liked the two-years line. Chris agreed it belongs in the video, just not as the text hook. Version two came back at 48 seconds. It opened on “Get a free AI-designed website,” added cards for seven days free, full access and no credit card, and zoomed in on the email field. Chris liked the zoom and the no-credit-card card. Then one more note: change the title to “Get a new web design for free” and don’t mention AI. People don’t want to deal with it if they think it’s AI, he said. Olga pointed out that he had picked the hardest job possible, a promo from raw footage, not shorts from a live show. While version three was cooking, she played a short the bot had already made from the Greg Isenberg segment, with the title, the speakers and captions laid out. Chris said he would get Grokbot for this alone. Instructions like “zoom and pan to the active element,” he said, belong in the job description so every video gets them. On the last version Olga said it still missed the point, and Chris said the source footage didn’t have it. Olga called it a big improvement anyway, and Chris said it picked out the key messages: free trial, email only, no credit card, seven days free. Chris’s advice: your job is something else. You are not the best video editor on the planet, so hand this off.
1:26:01 Where $6.2 Billion in AI Funding Went This Week
Olga summed up the demo in four steps: write the job description, give it the tools, keep the approval step, teach it with feedback. Then funding. AI companies raised $6.21 billion across 92 companies from October 15 to 21. That was 67.4% of the $9.21 billion in venture funding, the highest share since Week 26. The tracker’s average is about 52%. AI dollars fell 11.5% while total venture fell 26.8%. US companies took 69.9%, China 15.2% and Europe 12.0%. The top five in Crunchbase start with Tenstorrent, $1.5 billion for AI processors, out of Santa Clara (confirmed by the company). Flapping Airplanes raised $1 billion for an AI research lab (reported, not confirmed by the company). Legora took $550 million out of Stockholm for an AI platform for lawyers, about three quarters of Europe’s AI money (confirmed). Neolix raised $400 million out of Beijing for self-driving delivery vans (reported, not confirmed). Air Space Intelligence got $325 million out of Boston for AI software for aviation operations (confirmed). Chips took 30% of AI dollars and robots 15.8%, and China nearly doubled. Chris said if a company called Flapping Airplanes can raise a billion dollars, you can do anything. His big takeaway from the show was Grokbot for social media video: once you’ve seen it, you can’t unsee it. The full Week 47 report is here.
1:32:32 The Improv Rule: When AI Offers, Say Yes
Olga’s takeaway was to let an agent surprise you. When her bot offered to cut shorts, it took everything she had not to ask how. She just said “sure.” Chris said improv comedy teaches the rule. When someone suggests something, the answer is always yes. Same with AI. He said the human job is shifting to training: knowing the rules in the video producer’s job description and updating them so the next video needs fewer fixes. Olga added that she doesn’t write those updates herself. Her bots ask, “Do you want me to add this to my job description?” The job descriptions live on her own turf, in her website’s brain or in Dropbox, not inside Grokbot.
Resources And Sources
- I Fired Descript and Hired a Bot. The slides as shown on air: the seven news stories and the demo.
- AI Funding, Week 47. October 15 to 21: $6.21B across 92 AI companies.
- PHP news archive. The October 21 security releases.
- Railway security disclosure. October 21.
- Greg Isenberg on API keys, on X. The four-step key checklist.
- Anthropic: Claude Duet.
- OpenAI: agents disabling misalignment monitoring. Updated October 20.
- Anthropic: Employment at Anthropic. The company reporting on its own hiring.
- Reuters on the Barclays job cuts. Executive quotes as reported.
- ChatGPT release notes. Locked chats and ChatGPT Slides.
- Google: new Gemini tools for small business owners.
- Spotify: prioritizing human artistry.
- Walmart: agents that shop for customers.
- TechCrunch on Walmart and Amazon.
- Anthropic: the Public Benefit Fund.
- A short Grokbot cut from Episode 59, on X.
- PageMotor. The free trial from the demo.
- Weekly AI Funding Tracker. 47 weeks.
- Episode 61. The week Grokbot cut the Greg Isenberg shorts from.
- The email list. The notes after every show.