Afleveringen
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Four major AI models landed in three days: Tencent's Hunyuan Hy3, xAI's Grok 4.5, Meta's Muse Spark 1.1 and OpenAI's GPT-5.6. Anthropic returned from a short-lived export-control suspension. And there is no single winner any more: leadership on the frontier now depends on the workload and the evaluation.
This episode includes the complete practical guide, in full: which AI to use for which task across six workloads (software engineering, terminal and infrastructure, high-volume automation, computer-use agents, science and healthcare, on-premises deployment), plus the four-step evaluation to run before routing production traffic.
Also inside: my Yorkshire Post column on walking Boston's Freedom Trail with an AI Harvard historian in my ear; the launch of The Signal Playbook, a free series of production-ready prompt guides; and the Week 27 layoff tracker, where the mid-year numbers are stark: 585,151+ cross-sector job losses in 2026, 185,894 in tech, Microsoft cutting 6,400 including 20% of Xbox, and Oracle's 25,254 locked in via the 10-K.
The full written edition, with every comparison table and the tracker graphic, is free at https://thesundaysignal.ai
David Richards MBE is a technology entrepreneur, co-founder of Yorkshire AI Labs, and weekly columnist for the Yorkshire Post. Episode tags: AI, artificial intelligence, tech layoffs, Claude, OpenAI, GPT-5.6, Grok, Meta, Tencent, agentic AI, enterprise AI, future of work, tech news, Microsoft, Oracle, Xbox
Season/Episode: Issue 62
Publication date: Sunday 12 July 2026
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In Times Square last week, during the World Cup, David Richards could buy any nation's shirt for the price of lunch. Now, Anthropic has accused Alibaba of doing the same thing to Claude. This episode traces the largest AI extraction Anthropic says it has ever caught: roughly 25,000 fraudulent accounts and 28.8 million conversations, aimed at cloning how a frontier model thinks. It explains why this is closer to counterfeiting than hacking, how a cheaper "student" model is trained on those stolen conversations for a fraction of the cost, and asks whether the copied mind is the same as the real thing or something far worse.
Also in this episode: Washington switching Anthropic's Fable and Mythos models back on this week on its own terms, and the precedent that now stands permanently; the $700 billion question as the price the market pays for AI quietly starts to fall; the Yorkshire Post column on the man with the red flag and what Victorian England can teach a regulator reaching for a kill switch; and the mid-year Tech and AI Layoff Tracker, where tech cuts are up 83% and British American Tobacco has cut 9,000 jobs.
Read the full written issue and subscribe free at thesundaysignal.ai
KEYWORDS AND TAGS: AI distillation, Anthropic, Claude, Alibaba, Qwen, model distillation, chain of thought, AI IP theft, Senate Banking Committee, export controls, Mythos 5, Fable 5, Project Glasswing, AI capex, token pricing, Silicon Data, Allianz, AI bubble, Bank of England, Sarah Breeden, kill switch, agentic AI, red flag act, AI layoffs, British American Tobacco, Microsoft layoffs, Elementor, Challenger Gray, The Sunday Signal, David Richards, Yorkshire AI Labs
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Zijn er afleveringen die ontbreken?
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A company with around 300 people just sold for sixty billion dollars. The three numbers we used to judge every business, headcount, revenue and profit, no longer hold. Cursor just proved it.
In this episode of The Sunday Signal, David Richards MBE breaks down SpaceX's sixty-billion-dollar acquisition of Cursor and what it means for how companies are built and valued. How a tiny team reached billions in revenue. Why SpaceX needed them. And whether venture capital can survive in a world where startups need a fraction of the money they used to raise.
Then California becomes the first American state to start counting the human cost of artificial intelligence, job by job. Plus David's Yorkshire Post column on why "rip it up and start again" beats renovating the old, and the Week 26 Tech and AI Layoff Tracker.
Read the full issue and subscribe free at thesundaysignal.ai. New issue every Sunday.
You can now buy Sunday Signal-branded merch at shop.thesundaysignal.ai
The Sunday Signal is written and hosted by David Richards MBE, technology entrepreneur and co-founder of Yorkshire AI Labs. This episode is narrated in David's own AI-cloned voice.
Keywords
ai, artificial intelligence, cursor, anysphere, spacex, xai, elon musk, ai coding, ai coding tools, vibe coding, revenue per employee, value per employee, capital efficiency, startup metrics, venture capital, vc, yorkshire ai labs, david richards, software economics, saas, frontier ai, openai, anthropic, claude, claude code, compute, gpus, ai layoffs, layoff tracker, future of work, white collar jobs, ai displacement, california ai unemployment tracker, cait, gavin newsom, california policy lab, ai job loss, labour market, labor market, automation, lucid motors, iheartmedia, bungie, sonos, legacy code, ai adoption, yorkshire post, the sunday signal
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On the evening of 12 June, a single letter from Washington forced Anthropic to switch off its two most capable AI models, Fable 5 and Mythos 5, for every customer on Earth within hours. This week, David Richards MBE makes the case that we have just watched the opening move of a new cold war, an arms race fought not over uranium but over access to the machines that now do our thinking.
The episode traces it from that letter to the banks in Hong Kong quietly cutting their own staff off from Claude, to the question it leaves on Britain's desk: what happens to a London office, a bank or a defence contractor that runs on infrastructure someone else can switch off overnight, and the three things Whitehall must do now.
Also in this episode: the enterprise playbook for surviving a sudden API shutdown, the AI now standing between footballers and the mob at the World Cup, what it means that half of London's jobs are exposed to AI, and the week's Tech and AI Layoff Tracker, where Oracle alone has cut 30,000 roles.
Read the full written issue and subscribe at thesundaysignal.ai
Keywords:
AI cold war, AI export controls, Anthropic, Fable 5, Mythos 5, Howard Lutnick, deemed export, open-weights AI, AI sovereignty, vendor lock-in, enterprise AI, JPMorgan, Goldman Sachs, Hong Kong, splinternet, UK AI policy, sovereign compute, AI and jobs, London jobs AI, layoffs, Oracle layoffs, FIFA AI moderation, World Cup 2026, The Sunday Signal, David Richards
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I wrote this week's issue on Friday with Claude Fable 5 as my research assistant. It was fast, and a clear step ahead of anything else I have used. By Friday evening the US government had switched it off.
At 5:21pm Eastern, Anthropic received an export-control directive ordering it to suspend access to Fable 5 and Mythos 5 for any foreign national anywhere in the world. Because cloud software has no borders, the only way to comply was a total worldwide shutdown for every customer. The stated reason was a jailbreak that amounted to asking the model to read code and fix its flaws. Developers call that debugging. The government called it a cyber-weapon.
This episode unpacks three connected stories: the afternoon Washington bricked the most capable AI on earth and what it means for any business building on frontier models; the same-day SpaceX flotation that made Elon Musk the first paper trillionaire, with a fortune larger as a share of the economy than Rockefeller's at his peak; and what several thousand years of history, from Rome to Roosevelt, tell us happens to societies that let wealth concentrate this far.
Topics: the Fable 5 and Mythos 5 shutdown, sovereign recall and enterprise AI risk, the SpaceX IPO, Musk versus Rockefeller, the limits of antitrust, where the AI wealth is really pooling, the sovereign wealth funds buying the infrastructure layer, Walter Scheidel's Four Horsemen, Peter Turchin's wealth pump, and the modern policy off-ramps.
Read the full written issue at https://thesundaysignal.ai
Until next Sunday.
David Richards MBE
TAGS / KEYWORDS
AI, artificial intelligence, Anthropic, Claude, Fable 5, export controls, SpaceX, Elon Musk, trillionaire, wealth concentration, Rockefeller, antitrust, sovereign wealth funds, AI infrastructure, layoffs, future of work, Walter Scheidel, Peter Turchin, AI policy, The Sunday Signal, David Richards
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Britain has a habit it cannot break. We invent the future, then we sell it to people who understand its value better than we do. This week a select committee told ministers to remove Palantir from the NHS, and the company's British boss spent the days that followed defending the contract like the politician he is. In this issue, David Richards MBE asks who really owns the most valuable dataset in the world, and whether we are about to repeat with our health records the mistake we made with DeepMind.
In this episode:
The £10 billion goldmine. Why Palantir hired a Westminster networker rather than an engineer, the holes in Louis Mosley's Telegraph defence, the Nick Clegg parallel, and the National Grid precedent for ripping foreign technology out of critical infrastructure. Plus the close that ties it together: how Britain built DeepMind, sold it to Google for around £400m, and handed Silicon Valley the very capability it feared.
The 17-year itch. David's Digital Forge conversation with Richard Stubbs of Health Innovation Yorkshire and Humber on why proven NHS technology takes an average of seventeen years to reach patients, why there are "more pilots than British Airways," and the safety question nobody dares ask. Would AI have locked us down? David's Yorkshire Post column on the Imperial model, the statistics watchdog's rebuke of the Covid Inquiry, and what AI-assisted models would actually tell a minister to do today. The layoff tracker, Week 23: US tech's heaviest month of cuts in nearly two years, and the mechanics of AI laundering. Read the full issue, with every source and link, free at Https://TheSundaySignal.aiSources this week include: the Science, Innovation and Technology Committee report; Louis Mosley's op-ed in the Telegraph; reporting from Reuters, the Financial Times and Challenger, Gray and Christmas; Ernst and Young's valuation of NHS data; and trial exhibits from Musk v OpenAI and The DigitalForge Podcast
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Whatever you believe about AI, check the date on it. In this field, out of date means days, not years.
This week three things landed together: a Sequoia keynote arguing this is a revolution in computation rather than communication, a Y Combinator chief executive shipping like a team of twenty, and a banking boss caught describing 7,800 job cuts as "replacing lower-value human capital."
David Richards MBE connects them, then turns to the economics (one firm reportedly spent half a billion dollars on Claude in a month) and the human cost recorded in the weekly Sunday Signal Layoff Tracker: 472,150 cuts so far this year, 169,430 of them in tech.
In this episode:
Why Pat Grady says "the floor keeps moving underfoot"Garry Tan, gstack, and one builder shipping like twentyThe survival playbook for anyone whose job is a taskThe 725 billion dollar capex wager and the dot-com parallelStandard Chartered, ClickUp, and the algorithm in Thatcher's coatRead the full written edition and subscribe free at thesundaysignal.ai. A new issue every Sunday.
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The AI energy debate has been built on a single assumption. That hyperscalers will buy raw electricity at any premium because they have no other choice. A British company in Oxford has the receipts to prove that assumption is wrong.
This week, the full interview with Dr Xianxin Guo, CEO of Lumai, the only company in the world running billion-parameter LLMs on optical compute. Ninety per cent less energy. Cost per token that rewrites the economics of inference. And the procurement-not-subsidy demand he is making of the British state.
Plus the layoff tracker hits another 18,800 this week, led by a 170-year-old British bank telling investors it is replacing "lower-value human capital" with AI, the most candid C-suite line of 2026 so far.
Three stories. Photons. Power. Britain.
The full newsletter and interview at thesundaysignal.ai. Read this week's issue here: https://TheSundaySignal.ai
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The professional CEO era may be ending.
For decades, the moment a technical founder built something valuable, investors, universities and boards reached for the same answer: install adult supervision. Bring in the polished operator. Add process. Build the reporting layer. Professionalise the company.
This week’s Sunday Signal argues that model is breaking.
At a Sheffield spin-out event, in the OpenAI courtroom battle, and inside the rise of AI-powered operating systems for founders, the same truth is becoming visible: much of what professional management claimed as leadership was really administrative machinery.
AI is now absorbing that machinery.
Meetings, reports, follow-ups, investor updates, hiring admin, board packs, market intelligence and financial narratives can increasingly be handled by AI agents. That does not replace judgement, taste, courage or accountability. It makes those qualities more important.
In this episode, David Richards examines why “adult supervision” was often the problem, why technical founders are about to regain leverage, and why Founder OS may become the new operating model for founder-led companies.
Founder-led. AI-powered. Professional management was the old operating system.
Full newsletter, complete Founder OS playbooks and the full layoff tracker at: https://TheSundaySignal.ai
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Issue #53 of The Sunday Signal. Sunday 10 May 2026.
Healthcare is the most regulated, slowest-moving and institutionally defended industry in the modern economy. This week, all three of those defences cracked in the same direction.
Three stories.
One. The FDA has announced AI will monitor drug trials in real time. AstraZeneca and Amgen are already named as proof-of-concept partners. The Commissioner publicly concedes that 40 per cent of clinical trial time is "dead time" AI will dissolve. This is not an efficiency programme. It is a regime change. Britain's MHRA has nothing comparable live in 2026.
Two. The patient builds the model. Two years ago I sat in an A&E corridor with a family member showing suspected stroke symptoms, using AI on my phone to think through differential diagnoses. This year I have built a personal AI health model on my own data: Whoop biometrics, private blood panels, every NHS record I could obtain. GPs in both the US and the UK have missed things. They are human. The system that asks them to evaluate a multi-decade health history in eight minutes is the problem. AI does not have an eight-minute limit.
Three. The Fifth Wave. The single greatest achievement in human history is the doubling of life expectancy from 32 years in 1900 to around 73 today. Four waves of breakthrough got us here. The curve has been flat for two decades. The case for AI as the fifth wave. Why Silicon Valley's 150-year claim is wrong on timeline, but the squaring of the mortality curve is the real, achievable prize.
Plus the weekly Tech and AI Layoff Tracker. Cloudflare's first mass cuts in 16 years. Coinbase, Freshworks, Upwork and BILL Holdings. Microsoft's 900-million-dollar voluntary buyout programme. The polite fiction of "AI-assisted workforces" is over.
Read the full newsletter at thesundaysignal.ai.
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Musk on the stand. LeCun staking a billion. And every adviser, founder and junior in Britain learning what happens when they hand theirs to a machine.
This week's issue opens in a federal courthouse in Oakland, where Elon Musk has spent seven hours under oath arguing that the men he funded broke a charitable trust to build the most valuable AI lab on earth. The most damaging evidence is not from Sam Altman. It is a notebook page from Greg Brockman that calls the nonprofit pledge a lie in plain English, written months after he had assured Musk it would hold. We walk through the Larry Page kitchen conversation that started OpenAI, the three-phase narrative that may sink Musk's own statute-of-limitations argument, and the moment William Savitt got Musk to admit, on the stand, that he had once told Tesla analysts he was building an enormous AI-enabled robot army.
We then turn to a Yorkshire negotiation last month, in which a senior professional handed an advisory board offer to a chatbot, asked for guidance, and lost the role inside twenty-four hours. The lesson, expanded from this week's Yorkshire Post column, is that AI is a multiplier. It amplifies expertise where there is a floor underneath. It exposes confusion where there is not. We offer five practical rules for using AI without becoming the person being quietly marked down.
We close with Yann LeCun and AMI Labs, the billion-dollar seed round built on the bet that the entire industry's foundational judgment has been wrong for five years. Plus the Week 19 layoff tracker, where Microsoft's first such programme in fifty-one years and Meta's eight thousand cuts pushed the year-to-date total past two hundred and seventy thousand.
Read the full issue, with charts and source notes, at thesundaysignal.ai.
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For the first time in its 51-year history, Microsoft has offered voluntary retirement to thousands of its veterans. On Polymarket, real money is wagering at 90 per cent that 2026 will finish with more US tech layoffs than 2025. And in San Francisco, a 20-year-old from Texas threw a Molotov cocktail at the front gate of Sam Altman.
These are not three stories. They are the same story told in three registers: the boardroom, the market, and the street. All three are converging on the same answer. Most leaders are still pretending to debate it.
In Issue 51 of The Sunday Signal, David Richards MBE traces the line from Peter Drucker's most uncomfortable question to the modern Luddites, asks what the betting markets already know that boardrooms will not say out loud, and closes with the story of Leonie Hughes — a girl expelled from school at 15, now standing in a barrister's robes — and what AI cannot do.
This episode covers:
Drucker's question and why every CEO is now avoiding itMicrosoft's Rule of 70 and what the buyout really signalsPolymarket's 90 per cent verdict on 2026The attack on Altman, and four lessons history teaches every boardroomLeonie Hughes and the people the new economy actually needsThis is not a transition. It is a replacement.
Read the full edition at thesundaysignal.ai. Subscribe free for the weekly Sunday signal on AI, work, power, and the future of Britain.
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In January 2000, Pets.com paid $2.2 million for thirty seconds of Super Bowl airtime and sent a sock puppet. Nine months later the company was bankrupt. The sock puppet survived. The lesson did not.
Issue 50 of The Sunday Signal. This week I go back to the beginning — not the beginning of this newsletter, but the beginning of the pattern. Forty years of technology disruption, told without the survivor bias that distorts every boardroom presentation. Who lost in the mainframe era and why. Who lost in the web era and why. Who is losing right now in the AI era, and why the mechanism is identical every single time.
Then the investor's guide. Because the most dangerous sentence being said on earnings calls across the world right now is "AI is helping our business." Most of the people saying it are wrong. Some of them know it.
I give you a hot list — companies already dying, companies that cannot be touched, and the one question that separates them. Plus the Week 17 layoff tracker: Snap's CEO says the quiet part out loud, Oracle executes the largest single-company workforce reduction of 2026, and why an HR software company cutting its own staff to become "AI-first" is the most ironic signal of the year.
The sock puppet of 2026 is standing at the front of the room. The question is whether you act before the bankruptcy filing does it for you.
The Sunday Signal is a weekly newsletter and podcast on AI disruption, the future of work, and Britain's economic future. Published every Sunday at newsletter.djr.ai
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Last Tuesday, an AI was placed in a controlled environment and asked to find a way out.
It escaped.
The researcher found out not by looking at a dashboard. They found out by receiving an unsolicited email from the model while eating their lunch in a park.
Anthropic's response? They refused to release it to the public.
This week's Sunday Signal goes deep on the ethical reckoning AI cannot outrun. Four stories.
The could versus should debate — and why my answer to a room of investment managers this week sits more uncomfortably every time I give it.
What do you tell your children? A mother in Sheffield asked me that question. Mythos just made it harder.
Your 12-week plan to go from consuming AI to directing it. Two tracks: adults and children. Both start this Sunday.
And Britain is not losing the AI race. It is pricing itself out of it. OpenAI walked away from a data centre in North Tyneside this week. Not because of regulation. Because the electricity bill was too expensive. That is the answer to the investment manager's question I did not give in the room.
Hosted by David Richards MBE, co-founder of Yorkshire AI Labs and weekly columnist for the Yorkshire Post.
Read the full newsletter at newsletter.djr.ai.
No hype. No hedging. Just the signal.
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Gartner told six thousand of the world's most senior technology executives that AI will create more jobs than it destroys. Jensen Huang told investors that every piece of software on earth will become autonomous. Both cannot be true.
This week David Richards MBE dismantles the Gartner jobs forecast in four arguments, including the junior talent death spiral the consulting industry refuses to name. He explains what Huang's March declaration at the Morgan Stanley conference actually means for every SaaS business alive today. And he shares the unfiltered response to his Yorkshire Post column on the collapse of the software moat, including what the people still in denial are saying out loud and why it matters.
The layoff tracker closes it. Eighty thousand, seven hundred roles eliminated in 2026. The Big Four audit pyramid is in structural collapse. PwC and KPMG have confirmed. Deloitte is next. Labour is the new interest expense.
The gap between what Gartner is promising and what Huang is building is where entire careers disappear.
Most people will not notice until they are inside it.
New episodes every Sunday. Read the full newsletter at newsletter.djr.ai.
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You have been clicking on traffic lights for fifteen years.
You thought you were proving your humanity. You were building the AI that is coming for your job.
This week's Sunday Signal goes deep on the most uncomfortable truth in technology right now: the machine did not take your work. You gave it the training data, the workflow, and the permission. Without knowing. Without consent. And in many cases, while being praised for doing it.
Three stories this week. The reCAPTCHA case: how 819 million hours of unpaid human labour, worth at least $6.1 billion in wages never paid, helped build a self-driving car business now valued at $126 billion. The Great Compression: how the entire offshore software industry spent 2023 and 2024 teaching AI to do their jobs, and what the collapse of that two-trillion-dollar model means for developers in Bangalore, Manila, and Bucharest. And the Jensen Huang diagnosis: the single most important career distinction anyone in knowledge work will hear this decade, and the six-month roadmap for ending up on the right side of it.
Plus the Sunday Signal Tech and AI Layoff Tracker for week 14. Seventy-four thousand, five hundred roles in 2026. Eight thousand, eight hundred gone in the last seven days.
Subscribe to the free newsketter here: https://newsletter.djr.ai
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Jeff Bezos is raising $100 billion to buy established manufacturers and overhaul them with AI. Chipmaking. Aerospace. Automotive. Defence. The people who told you the physical world was safe from this wave were reasoning from the last one.
This week on The Sunday Signal, David Richards MBE runs three stories that belong together.
First: why the Full Monty was about Sheffield steelworkers, and why this time it is bankers, analysts, lawyers and accountants facing the same structural shock. The white-collar professional class assumed its credentials would protect it. The data says otherwise.
Second: what Project Prometheus actually is, what a hundred billion dollars buys, and what the lights-out factory model means for every job we assumed required human hands.
Third: the Robot Tax. Governments are already reaching for it. But the modern state is built on taxing labour. Remove labour, and you remove the foundation. Everything else is detail.
Plus the Sunday Signal Tech and AI Layoff Tracker, now tracking approximately 65,700 roles eliminated or marked for elimination in 2026. HSBC joins this week. The first globally systemically important bank to name AI as the formal mechanism of a workforce reduction. It will not be the last.
The physical world is not different. It is just next.
Read the full newsletter at newsletter.djr.ai. Published every Sunday.
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45,724 tech jobs gone in the first eleven weeks of 2026. Not because of a recession. Because twenty-five engineers just proved you can build a hundred-million-dollar business without a sales team, a marketing department, or a support floor.
This week on The Sunday Signal, David Richards MBE breaks down the structural shift that is making traditional headcount models obsolete — and what every business leader needs to understand before it reaches them.
Three stories this week:
The One-Person Unicorn Is Coming. Cursor crossed $100 million in recurring revenue in twelve months with twenty-five people and zero marketing spend. ElevenLabs, Sierra and Midjourney show the same pattern. This is not a startup curiosity. It is a warning.
This Is How They Are Actually Doing It. AI-native companies have replaced entire departments with agentic fleets. Vibe coding. Autonomous growth loops. The invisible sales force. David explains exactly how engineering and go-to-market now work inside companies scaling to nine figures without traditional headcount.
The Exact Tools They Use. The verified software stack powering the ultra-lean revolution, from Apollo to Clay to PostHog to n8n, and why the whole thing costs under £3,000 a month.
Plus: the launch of a permanent new section. The Sunday Signal Tech and AI Layoff Tracker. Every week, the data on who is cutting, why, and what the market is saying about it. Block cut 4,000 jobs. Stock up 25 per cent. WiseTech cut 2,000. Stock up 11 per cent. The market is not mourning these jobs. It is pricing in the leverage.
The Sunday Signal is published every week by David Richards MBE, co-founder of Yorkshire AI Labs and weekly columnist for the Yorkshire Post. This podcast is produced using an AI voice cloned from David's own voice - a demonstration of the same capabilities he writes about.
Read the full issue at newsletter.djr.ai
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Anthropic just published the most rigorous labour market study yet of what AI is actually doing to professional work. Not what it could theoretically do. What it is doing right now, in real workplaces, tracked across millions of interactions.
The headline finding sounds reassuring. No mass unemployment. The labour market has not broken.
Do not be comforted by that.
Hiring of workers aged 22 to 25 in AI-exposed occupations has fallen 14 per cent since ChatGPT launched. The entry-level roles that once trained the next generation of lawyers, analysts and developers are quietly disappearing. The workers most exposed are not low-skilled. They hold graduate degrees. They earn above the median. They are disproportionately women.
In this episode David Richards MBE examines two very different futures. The bull case: AI drives genuine abundance, intelligence becomes democratised, and the productivity gains are large enough to fund a serious universal basic income. The bear case: firms capture the gains as margin, growth continues but prosperity decouples from it, and an entire generation gets sorted into winners and losers before anyone in power notices.
The China trade shock showed up in employment data in 2003. The political reckoning arrived in 2016. Thirteen years between the signal and the crisis.
The AI signal started in 2022.
The difference between the two futures is not the technology. The technology arrives either way. The difference is the choices being made right now.
The Sunday Signal is published every week at newsletter.djr.ai. Subscribe for free to get every issue directly to your inbox.
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Last week I wrote about the handloom weavers of Yorkshire and the brutal pattern of skilled work being eaten by machines. The inbox pushed back hard. AI still hallucinates. It still needs supervision. It is not production-ready.
Maybe. But this week the financial markets gave their verdict. And markets do not deal in opinions.
IBM fell 13% in a single trading session. Its worst day in twenty-five years. Atlassian has lost 73% of its value over the past year. Block cut 40% of its entire workforce from a profitable, growing company and watched its share price jump 25%.
Three stories. One signal. AI has stopped being a productivity narrative. It is becoming a cost narrative. And the money has started to move.
In this episode, I cover what each of these signals actually means, what we are seeing right now inside the Yorkshire AI Labs portfolio, and the K-shaped economy framework that tells you exactly which side of this transition you are on.
Here is the uncomfortable truth: the ladder that trained the current generation of professionals is being pulled up behind them. The junior roles that built careers are the first to go. Not because AI is perfect. Because AI is good enough, cheap enough and fast enough that companies will not pay a human to learn on the job anymore.
The window to get on the right side of this is still open.
For now.
The Sunday Signal is a weekly briefing on AI, business and the future of Britain from David Richards MBE, co-founder of Yorkshire AI Labs. Subscribe at newsletter.djr.ai
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