Stewart Vickers AI

Qwen3 30B-A3B is a free open-weight model from Alibaba that runs on the MacBook already on your desk and covers the boring half of the work you currently pay ChatGPT Team or Claude Team for.

Show Notes

Watch the video: https://www.youtube.com/watch?v=JGo4Wdti860

Qwen3 30B-A3B is a free open-weight model from Alibaba that runs on the MacBook already on your desk and covers the boring half of the work you currently pay ChatGPT Team or Claude Team for.
Playbooks + my answers, free - Church of SEO Jesus: https://www.skool.com/church-of-seo-jesus

What you get in the next 7 minutes:
- Which Qwen3 checkpoint to install (30B-A3B vs 8B) and the memory line where it breaks
- The routing rule: what stays on Claude / GPT-5 and what moves to the laptop starting Monday
- The real monthly saving on a solo seat, a 5-person team, and a 20-person shop
- The privacy angle your ops manager wants and won't say out loud
- The one setup mistake that eats an entire Saturday

Proof, not me telling you: open ollama.com and look at the one-line install on the front page.

Sources:
- Qwen on Hugging Face: https://huggingface.co/Qwen
- Ollama Qwen3 library: https://ollama.com/library/qwen3
- Ollama front page: https://ollama.com

Chapters below. Every command, model ID and routing rule I use is in the pinned comment.

#qwen3 #localai #ollama

Chapters:
00:00 Your $200 AI bill vs a free Qwen3 model
00:19 Nothing leaves the machine
00:29 What we cover in 7 minutes
00:49 What Qwen3 actually is (Alibaba, Hugging Face)
01:04 Qwen3 30B-A3B: the mixture-of-experts trick
01:19 The laptop you already own (32GB line)
01:35 Ollama setup: one install, one command
01:47 The seat math: solo, 5-person, 20-person
02:33 Verify it yourself on ollama.com
02:42 Local jobs: bulk drudge, running overnight
03:13 What stays on Claude and GPT-5
03:41 The privacy reason your ops manager wants this
04:16 The setup mistake: 30B on a 16GB machine
04:44 Old way vs new way
05:16 One month running on an M2 Max
05:38 Who this hurts (AI subscription bundles)
06:03 Who this helps (margin points back)
06:23 The annual saving at every team size
06:47 Where the full playbook lives
07:15 Cancel the sub tonight

Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

What is Stewart Vickers AI?

The audio edition of the Stewart Vickers AI YouTube channel. Each episode takes one AI release - a model, a tool, a price cut - and translates it into money for business owners: what got cheaper, who got undercut, and what to do about it this week. Operator credibility over theory, specific numbers over vibes. Every episode links the original video and the free Church of SEO Jesus community where the prompts and workflows live.

Your AI bill is 20 bucks a month if you're solo, hundreds if you have a small team. A free Modal called Qwen 3 running on the laptop you already own, does the boring half of that work better than the paid tools most people are still using. And Alibaba shipped it while nobody in your industry looked. Nothing leaves the machine. 15 minute install. Every internal document, every client list, every half-finished contract stays exactly where you already own it.

The whole product, right there. I'm Stuart, in the next 7 minutes I'm walking you through what Qwen 3 actually is, which jobs you root to it starting Monday, which stay on Claude and GPG-5 for very good reasons, the laptop line where this breaks, and the one setup mistake that eats an entire Saturday. No fluff, no benchmark charts, no tokenizer lectures. Qwen is the Modal family Alibaba cloud publishers open. Over 107,000 followers on Hugging Face and Climbing. First class open waits, hosted by Together, Fireworks and Deep Infra when you want an IPI2.

Free when you don't. The one you want on a laptop is Qwen 3 30BA3B. Mixture of experts, which means only about 3 billion parameters actually fire for each word it generates. Your MacBook thinks it's running a small Modal, you get answers from a big one. You already own the hardware. 32GB MacBook Pro from the last 2 years.

Or a Windows laptop with a decent GPU and 32GB of RAM. 16GB gets you the smaller Qwen 3 8B, still genuinely useful. Below 16, stay on the cloud. com, one command to pull the Modal, no config file, no environment to fiddle with. 10 minutes with a decent download speed and the chat opens in your terminal. Here is the math.

A solo operator paying 20 a month for one ChatGPT plus seat routes the drudge work to the laptop and cancels the sub. The whole 20 back every month. A 5 person shop on Claude Team or ChatGPT Team at 30 a seat keeps 2 frontier seats for the customer facing writer and the person running agents. Everyone else routes bulk work to the laptop Modal, 150 a month drops to 60. For saving compounds every month you don't cancel the seats. If you want same day coverage of every local Modal drop that changes this math, subscribe.

The exact install commands, the Modal IDs and the routing rules I use sit in the pinned comment under this video. And the free school community, Church of SEO Jesus, is where the full playbook lives and where I answer when your setup breaks at 10pm on a Tuesday. Link below. 10 seconds to join. com right now. Look at the front page.

One install line, one run command, all of it there. Proof, not me telling you. The rule for what you send the local Modal is dead simple. Anything that is bulk, drudge, summarize a slack thread, rewrite an email in a warmer tone, extract 3 fields from every one of 50 PDF invoices, tag every review from last quarter by sentiment, first draft of every proposal or pitch that goes out, meeting transcript into 3 bullet points, turn a support ticket into a knowledge base entry, all of it, local, running overnight if you want, costing you nothing PR prompt. What stays on Claude or GPG-5, agentic runs where one wrong step costs you real money, customer facing writing where quality is the product you're selling, any legal, medical or contractual reasoning, where a mistake ends a client relationship or lands you in front of a regulator. If getting it wrong is genuinely expensive, spend the 3 cents on the frontier.

Frontier still wins on hard reasoning by a real margin. The gap is closing, not closed yet. Here is the real reason your operations manager wants this and won't say it out loud. Every prompt you sent to chat GPG this year was a copy of your data on someone else's server, sitting in their logs, feeding their training pipeline if you didn't opt out, and one breach headline away from public. Your customer list, your unfinished contract, your board deck, your salary spreadsheet, run Qwen3 on the same machine that owns the file and it never gets copied at all. Not to AnthroPick, not to OpenAI, not to a third party you've never audited.

The setup mistake that eats your Saturday, trying to squeeze the 30B Modal onto a 16GB machine. It loads, it answers in two word chunks, you conclude local AI is a scam and go back to paying. It is not a scam, you are just under the memory line. If your laptop is under 32GB of unified memory, run the Qwen3-8B version instead. Same install, smaller brain, usable speed, real work gets done. Old way, pay for a seat for every person who might rewrite an email.

New way, two frontier seats for the people who actually need them, one laptop running the bulk. Old way, paste your customer list into a chat window on someone else's infrastructure and hope. New way, the Modal reads the file on the machine that owns it. Old way, buy a $4000 GPU rig to run local because the internet said so. New way, the laptop already on your desk. I've had this running for a month.

2 Max, fans quiet, gets around 15 tokens a second on the 30BA3B. Fast enough to feel like a real chat when you're prompting it interactively. Fast enough to run overnight on a 100 document extraction job and wake up to results. Zero calls to a paid API in that window. Who this hurts? Any consultant selling you an AI writing subscription bundle at $100 a month.

Any AI powered Chrome extension charging $30 a seat to summarise pages you were going to read anyway. Anyone selling you a workflow that is a thin wrapper around a chat API you now don't need. The pricing floor collapsed underneath all of them last week and their subscription page still says the old number. Who this helps? You if you move in the next month. Every one of your competitors is still routing lookup and rewrite work through a paid API.

Your bill for the same output drops to zero for the local half of it, not a small edge. Every one of your margin percentage points back on the table. Back to the bill. Solo, 20 a month back for one afternoon of setup, 240 in a year, a 5 person team, roughly 1600, a 20 person shop, north of 7 grand. The laptop is on your desk right now. A version of this exists where you finish the video, do nothing and pay the same bill again next month.

One last thing before you close the tab. The whole playbook for this, the routing rules, the exact prompts I run against the local Modal, the OLMR settings file, the Modal IDs for each job, lives in Church of SEO Jesus, my free school community. The link is in the description and the pinned comment. Same place I post every follow up when the next local Modal shifts this math again. Come in, ask a question, someone answers. The laptop is already on your desk.

The install line is one click away. Cancel the subscription you don't need anymore.