Stewart Vickers AI

Stewart Vickers

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.

  1. Oct 10

    NEW Basalt + Qwen3.8 Flash-Next Changes EVERYTHING

    Watch the video: https://www.youtube.com/watch?v=hPh6Td3IvgA Basalt runtime + Qwen3.8 Flash-Next just posted 665 tokens per second on structured output, 354 on prose - free weights, open runtime, single GPU. Your OpenAI bill does not know yet.Playbooks + my answers, free - Church of SEO Jesus: https://www.skool.com/church-of-seo-jesus What you get in this video:- Why 80% of your current API spend (classification, extraction, scoring, tagging) is the grunt tier that just got repriced- The exact split: Basalt + Qwen3.8 Flash-Next for schemas, Claude and GPT for reasoning and prose- The P&L math: a $1,000 OpenAI invoice becomes a ~$100 GPU rental on the grunt tier (estimated, swap your real numbers)- The one sentence you give your developer on Monday to return a working bake-off by Friday- The match-rate kill switch: 95% migrate, 85% hybrid, 70% stay put Sources:- Reddit r/LocalLLaMA thread (the only cited source): https://www.reddit.com/r/LocalLLaMA/comments/1x223ai/basalt_flashnext_at_665_toks_structured_354_prose/- OpenAI pricing (for the vendor side of the math): https://platform.openai.com/docs/pricing- Anthropic pricing: https://www.anthropic.com/pricing Flag: hardware, batch size and quantization are not stated in the headline Reddit post. Treat the exact 665 figure as estimated until an independent reproduction lands. The thesis survives if the number halves. Chapters:00:00 Basalt + Qwen3.8 Flash-Next posts 665 tok/s on Reddit00:27 What Basalt runtime and Qwen3.8 Flash-Next actually are01:30 Structured output is the boring 80% of your API bill02:10 The P&L math: $1,000 OpenAI bill becomes a $100 GPU box02:40 Soft subscribe + pinned comment pointer03:08 Verify the 665 and 354 numbers yourself on Reddit03:25 What is estimated vs measured in this video03:45 The workloads that migrate: enrichment, parsing, tagging, review mining04:02 GPT-4o-mini vs hosted Qwen3.8 Flash-Next cost walk04:44 Who gets undercut first: agencies, SaaS COGS, markup floors05:08 What does NOT move: reasoning, long context, Claude-grade prose05:28 The router rule: schema goes open, paragraph stays paid05:48 Why prose at 354 tok/s is the warning sign06:12 The Monday-to-Friday bake-off instruction06:46 Match-rate kill switch: 95%, 85%, 70%07:08 Hosting warning: pay a vendor's margin before you learn devops07:34 Why first movers eat the pricing in their category07:48 Church of SEO Jesus: the bake-off script and router code08:12 Next: the free runtime that broke the quiet pricing agreement Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  2. Oct 10

    Claude Code v2.1.296 Just Halved Every Agent Bill

    Watch the video: https://www.youtube.com/watch?v=jwTCtikSL2Y Anthropic shipped Claude Code v2.1.296 yesterday and quietly halved the Sonnet 5.5 cache read price - the single biggest line on any agent bill that re-reads your codebase daily.Playbooks + my answers, free - Church of SEO Jesus: https://www.skool.com/church-of-seo-jesus What you get in 7 minutes:- The one env var (CLAUDE_CODE_WORKFLOW_SUBAGENT_MODEL) to send your developer today- Why Sonnet 5.5 cache reads dropping from $0.20 to $0.10 per million tokens cuts your weekly agent invoice roughly in half- The two Windows fixes that stopped silent file corruption on Shift-JIS, GBK and Windows-1252 codebases- The PowerShell allow-rule ceiling jumping 32x (from ~1 KB to 32 KB)- The MCP tool description cap doubling to 4,096 characters Sources:Claude Code v2.1.296 release notes: https://github.com/anthropics/claude-code/releases/tag/v2.1.296Anthropic pricing: https://www.anthropic.com/pricing Chapters below. Chapters:00:00 Claude Code v2.1.296 shipped yesterday00:22 Operator take on v2.1.29600:45 Sonnet 5.5 cache reads halved to $0.10/M01:18 Who actually hits the cache01:45 CLAUDE_CODE_WORKFLOW_SUBAGENT_MODEL explained02:21 Subscribe + Free Church ask02:52 Terminal demo on the release notes03:55 Windows PowerShell 32 KB fix04:25 Edit tool refuses Shift-JIS and GBK files05:01 allow_large, autoCompactWindow, 4,096 MCP cap05:45 Who gets undercut this week06:05 Church of SEO Jesus playbook06:30 One action in the next ten minutes06:56 Haiku vs Opus bill benchmark Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  3. Sep 28

    How To Play Blackjack in 2026 (Every Rule in 5 Steps)

    Watch the video: https://www.youtube.com/watch?v=zQhi_yAShwY How to play blackjack in 2026, every rule in the exact order they happen in one round: bet, deal, check for blackjack, your five moves, then the dealer's forced hit-to-17. Card values, hand signals, and the three payouts, in five steps. TL;DR:- Blackjack is you vs the dealer only, never the other players at the table.- Card math is three lines: 2-10 face value, J/Q/K count 10, Ace is 1 or 11 (whichever helps).- You have exactly five moves: Hit, Stand, Double Down, Split, Surrender (Surrender is table-dependent).- Payouts: standard win 1:1, natural blackjack 3:2 at a good table or 6:5 at a bad one, push returns your bet, bust loses.- The dealer is on rails: must hit until 17 or higher, must stop at 17. That predictability is why basic strategy works at all.- Skip insurance. Bicycle Cards, the deck manufacturer, prints "avoid insurance" in its own rules page. Based on my read of publicly available rules pages as of September 2026 (Bicycle Cards, The Venetian Las Vegas, Metropolitan Casinos); house rules vary table to table, always check the felt. Step 1: Place a bet - chips into the marked circle before any cards come out; table minimum and maximum are on the placard.Step 2: The deal - two cards face up to you, one upcard and one hole card to the dealer.Step 3: Check for blackjack - Ace + any 10-value in your first two cards pays 3:2 immediately.Step 4: Your five moves - Hit, Stand, Double Down, Split, Surrender, all via hand signal because cameras record every hand.Step 5: Dealer's turn - flip the hole card, hit until 17, stop at 17 (some tables force a hit on soft 17, check the felt). FAQWhat is a soft 17 in blackjack? A soft 17 is any 17 that contains an Ace counted as 11, like Ace + 6. It is called soft because drawing one more card cannot bust the hand. Some tables force the dealer to hit soft 17, others force stand; the rule is printed on the felt.Should I take insurance in blackjack? No, skip insurance. Bicycle Cards, the deck manufacturer, states in writing that insurance loses more than it wins over time, and every basic strategy chart agrees.What is the difference between 3:2 and 6:5 blackjack payouts? A 3:2 table pays $15 on a $10 blackjack; a 6:5 table pays $12 on the same hand. Sitting at a 6:5 table costs about 1.4% of your money before the first card is dealt.Do you touch the cards at a casino blackjack table? No, players never touch the cards at a casino blackjack table. Every move is a hand signal because overhead cameras record every hand for dispute resolution. Chapters below. Sources:- Bicycle Cards - How to Play Blackjack: https://bicyclecards.com/how-to-play/blackjack- The Venetian Las Vegas - How to Play Blackjack: https://www.venetianlasvegas.com/resort/casino/table-games/how-to-play-blackjack.html- Metropolitan Casinos - How to Play Blackjack for Beginners: https://www.metropolitancasinos.com/casino-life/how-to-play-blackjack-for-beginners/ Chapters:00:00 The objective: beat the dealer, not the table00:26 Card values in three lines (2-10, J/Q/K, Ace)01:00 Step 1: Place a bet01:18 Step 2: The deal (upcard and hole card)01:39 Step 3: Check for natural blackjack (3:2 payout)02:32 Step 4: Your five moves - Hit, Stand, Double, Split, Surrender03:39 Hand signals (why you never touch the cards)03:59 Step 5: Dealer hits to 17, stops at 1704:26 The three payouts: 1:1, 3:2 or 6:5, push, bust04:49 Why Bicycle Cards tells you to skip insurance05:16 Soft 17, insurance, 3:2 vs 6:5 (three FAQs)06:29 Next: AI Overview queries worth targeting Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  4. Sep 28

    How to Bet on Horse Racing in 2026 (5 Steps, Every Bet Type)

    Watch the video: https://www.youtube.com/watch?v=iBi4oezIP-I How to bet on horse racing in 2026, in five steps and every bet type a beginner will meet: pick your horse, decide your stake, choose your bet type (win, each-way, accumulator, Placepot, forecast), state the bet at the counter in one sentence, keep the ticket, and wait for 'Weighed in!' before you collect. TL;DR:- The whole sentence at the counter is nine words: 'Number 3, £5 to win.' Horse number, stake, bet type.- Bookmakers in the ring take win and each-way. The Tote takes win, place, exacta, trifecta, quadpot and placepot at every Jockey Club course, minimum £2, cash or card.- Each-way is two bets stapled together: one for the win, one for the place. If the horse wins, both halves collect.- You do not collect until 'Weighed in!' comes over the tannoy. That is when the jockeys have weighed in with kit and saddle and the result is official.- On-course you hand the ticket back to the same operator for cash. Online, the balance updates the moment the result is official. Step 1: Choose your horse - racecard, paddock, or a name you like the sound of. All three are sanctioned on Great British Racing's own how-to-place-a-bet page.Step 2: Decide your stake - Tote minimum is £2, on-course bookmakers post their minimum on the board next to the odds screen.Step 3: Pick your bet type - win for the horse you believe in, each-way for the outside chance, Placepot if you are staying for the whole card.Step 4: State the bet - horse number, stake, bet type. 'Number 3, £5 to win.' Check the ticket matches before you walk off.Step 5: Keep the ticket - it is a bearer bond. Whoever holds it collects, once 'Weighed in!' is called. Sources:- Great British Racing, How to Place a Bet: https://www.greatbritishracing.com/how-to-place-a-bet/- The Jockey Club, Betting at the Races: https://www.thejockeyclub.co.uk/the-experience/betting/ FAQ:Q: What do you say to place a bet at a horse race?A: Number 3, £5 to win. State the horse number, then the stake, then the bet type. Great British Racing prints that exact script on its own how-to-place-a-bet page. Q: Does each-way pay if the horse wins outright?A: Yes. Each-way is two bets: one on the win, one on the place. If the horse wins, the win half pays at full odds and the place half pays at the reduced place fraction. You get more money, not less. Q: What is the minimum bet at a British racecourse?A: The Tote's minimum is £2, cash or card, at every Jockey Club course. On-course bookmakers post their own minimum on the board next to the odds screen for the next race. Q: When do you collect your winnings after a horse race?A: When you hear 'Weighed in!' over the announcement system. That confirms the jockeys have weighed in with their kit and saddle and the result is official. On-course you take the ticket back to the same operator; online, the balance credits automatically. 18+. Please gamble responsibly. Only stake what you can afford to lose. #horseracing #bettingforbeginners #howtobet Chapters:00:00 The 9-word bet sentence00:48 5 bet types: win, each-way, accumulator, Placepot, forecast01:31 Step 1: Choose your horse01:58 Step 2: Decide your stake (Tote £2 minimum)02:19 Free Church + channel promise02:48 Step 3: Pick your bet type (Tote vs ring bookmaker)03:23 Step 4: State the bet ('Number 3, £5 to win')04:04 Step 5: Keep the ticket and wait for 'Weighed in!'04:54 Verification: check the Great British Racing page05:12 FAQ: each-way, Tote vs bookmaker, on-course vs app06:09 Free Church + next video Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  5. Sep 28

    How Do Bet Builders Work in 2026 (The 5-Step Process)

    Watch the video: https://www.youtube.com/watch?v=al5vHdMDhpk How do bet builders work in 2026? A bet builder is a custom accumulator built from multiple picks inside ONE match, sold as Bet Builder on bet365, Build a Bet on Sky Bet and Same Game Parlay on US sportsbooks; every leg must win, and the odds are correlation-adjusted rather than multiplied. TL;DR:- Bet builder = one custom accumulator inside a single fixture, not across different matches.- Bet Builder (bet365), Build a Bet (Sky Bet) and Same Game Parlay (DraftKings and other US sportsbooks) are the same product with three brand names.- Odds do not simply multiply because the picks are correlated inside one game, so linked outcomes pay less than raw acca math suggests.- Any leg loses, the whole slip dies. No partial payout, no refund.- If a named player does not start, most bookmakers void that leg and recalculate the rest per their own settlement terms. Based on our research of publicly available information as of September 2026; per-bookmaker settlement wording differs and some US Same Game Parlays are sold at pre-priced combos rather than live-recalculating. Chapters:00:00 What a bet builder actually is00:18 The five steps in one line00:40 Step 1: Pick one fixture (bet365 football lobby)01:03 Step 2: Open the Bet Builder tab (bet365, Sky Bet, Paddy Power)01:20 Step 3: Add your selections (match winner, goals, corners, player shots, cards)01:42 Step 4: Watch the odds recalculate (Man City v Arsenal worked example)03:01 Step 5: Enter stake and confirm03:29 Q1: Bet Builder vs Build a Bet vs Same Game Parlay04:02 Q2: Named player does not start04:34 Q3: Why the odds do not multiply05:00 Verify it yourself on bet365, Sky Bet and Paddy Power05:26 Two things worth knowing05:43 One-line recap FAQQ: Are Bet Builder, Build a Bet and Same Game Parlay the same thing?A: Bet Builder (bet365), Build a Bet (Sky Bet) and Same Game Parlay (DraftKings and other US sportsbooks) are the same product sold under three brand names; the mechanic is identical, only the label on the tab changes. Q: Why don't bet builder odds multiply like a normal accumulator?A: Bet builder picks are correlated because they all sit inside one match, so bookmakers price the joint probability of linked outcomes rather than multiplying the two independent prices; that is why £10 at a raw acca price of 54.0 pays around £170 instead of £540. Q: What happens if a named player in my bet builder does not start?A: Most bookmakers void that specific selection and recalculate the bet builder without it, leaving the rest of your slip live; bet365, Sky Bet and Paddy Power each word this differently, so read the settlement terms on the tab before you place the bet. Q: What happens if one leg of a bet builder loses?A: The whole slip loses. There is no partial payout, no consolation and no refund, exactly like a standard accumulator. Sources:https://www.oddsmonkey.com/blog/matched-betting/how-bet-builders-work/https://help.bet365.com/s/en/bet-builder-querieshttps://sports.yahoo.com/bet-builders-research-methods-man-163000513.html Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  6. Sep 27

    Claude Code Skills Just Killed The $400/hr Analyst

    Watch the video: https://www.youtube.com/watch?v=JiT41LzuV6g Some guy wrote 235 lines of markdown at the weekend and Claude Code Skills turned it into a chess coach that beats the $30/month app. The same four-part shape replaces the $400/hr analyst you already pay.Playbooks + my answers, free - Church of SEO Jesus: https://www.skool.com/church-of-seo-jesus What you get in this video:- What a Claude Code Skill actually is (a markdown file in ~/.claude/skills, no API, no server, no engineer)- The 4-part pattern that replaces any recurring analyst: role, checklist, tool wrappers, output format- Live build: a 17-line Facebook ad audit skill fed a fake account and returned a senior-auditor verdict- How brumar/chess-postmortem-skills wraps Stockfish + whisper.cpp inside one SKILL.md- Where the $5,000/month of rented analyst work actually lives on your P&L Sources:- brumar/chess-postmortem-skills: https://github.com/brumar/chess-postmortem-skills- HackerNews thread: https://news.ycombinator.com/item?id=49857528 Chapters:00:00 Claude Code Skills killed the $400/hr analyst00:28 What a Claude Code Skill actually is01:00 The chess-analysis skill, Stockfish, and whisper.cpp02:12 Grab the business skill files (free)02:35 Live build: a 17-line Facebook ad audit skill04:10 Verify the 235 lines yourself on GitHub04:40 How the four chess skills compose into a department05:20 The $5,000/month of rented analyst work05:55 Caveats: local tools, trigger loading, judgment vs checklist06:45 What Anthropic dropped this week that changes the cost curve Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  7. Sep 26

    Jan 0.8.4 is INSANE (free, offline, business-safe)

    Watch the video: https://www.youtube.com/watch?v=hj3VVEuXlyc Six point seven million people already stopped paying for ChatGPT and switched to Jan, a free open-source desktop app that runs Llama, Qwen, Mistral, DeepSeek and Gemma on your own laptop with nothing leaving the machine.Playbooks + my answers, free - Church of SEO Jesus: https://www.skool.com/church-of-seo-jesus What you get in this one:- Why Jan 0.8.4 (published July 23) is the release that made it compliance-safe: API keys moved out of browser storage into the OS keyring- The exact model to pick for 16GB, 32GB and 64GB laptops, and the workflows I already moved off ChatGPT Team onto Jan- How to keep GPT-5 and Claude for hard jobs while sensitive prompts stay on the local model, from the same interface- The OpenAI-compatible localhost endpoint that lets your existing scripts point at Jan by changing one URL- MCP tool support with an app-enforced approval popup, and the handlebars RCE patch that shipped in the same release Jan download: https://jan.aiJan on GitHub (44,645 stars, 3,000 forks): https://github.com/janhq/jan0.8.4 release notes: https://github.com/janhq/jan/releases Chapters below. Companion configs, the model I recommend for a 16GB MacBook and the operator setup I use inside Jan sit in the pinned comment. Chapters:00:00 6.7M downloads: what people switched to00:12 Jan: 57MB, free, offline00:33 How Jan works: model on the laptop01:15 Seats Jan retires: ChatGPT Team, Claude Team, Enterprise01:55 The headline answer for business owners02:18 Free Skool + pinned comment02:48 GitHub numbers on Jan 0.8.403:10 Jan 0.8.4: keys moved to the OS keyring03:47 Three things Jan does (local + hosted + localhost API)04:16 The two-lane operator setup04:44 MCP tool approval + handlebars RCE patch05:14 Local model quality vs GPT-5, honestly05:30 RAM to model-size guide: 16GB, 32GB, 64GB05:58 3 cents an hour vs $30 a seat06:15 Workflows I already moved off ChatGPT06:38 What Jan does NOT replace07:03 Verify it yourself: open jan.ai07:26 Install it this afternoon Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

  8. Sep 26

    NEW Qwen3 30B-A3B Changes EVERYTHING on MacBook

    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 model00:19 Nothing leaves the machine00:29 What we cover in 7 minutes00:49 What Qwen3 actually is (Alibaba, Hugging Face)01:04 Qwen3 30B-A3B: the mixture-of-experts trick01:19 The laptop you already own (32GB line)01:35 Ollama setup: one install, one command01:47 The seat math: solo, 5-person, 20-person02:33 Verify it yourself on ollama.com02:42 Local jobs: bulk drudge, running overnight03:13 What stays on Claude and GPT-503:41 The privacy reason your ops manager wants this04:16 The setup mistake: 30B on a 16GB machine04:44 Old way vs new way05:16 One month running on an M2 Max05:38 Who this hurts (AI subscription bundles)06:03 Who this helps (margin points back)06:23 The annual saving at every team size06:47 Where the full playbook lives07:15 Cancel the sub tonight Audio edition of the Stewart Vickers AI YouTube video of the same name. Full transcript on this episode page.

About

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.