EPISODE · Dec 2, 2025 · 20 MIN
E91: Forward Deployed Engineers: The 170-Million-Job Earthquake That Will Redefine AI Work Forever
from The AI Cookbook: AI Tools | Enterprise AI | Leadership · host Malcolm Werchota
The future of work is not science fiction. It’s happening right now — quietly, rapidly, beneath the surface of corporate boardrooms. And the job at the center of this revolution is one most executives have never even heard of:Forward Deployed Engineers (FDEs).While some companies are still debating AI governance frameworks and writing 40-page PowerPoints, the real action — the real transformation — is happening on the ground. FDEs at Palantir, Cohere, Anthropic, OpenAI and dozens of hyper-growth startups are embedding with customers, building prototypes in days instead of quarters, and translating impossible workflows into scalable AI solutions.And here’s the shockwave:📈 170 million NEW jobs by 2030. 📉 92 million jobs disappearing. = +78 million net new roles, many of them hybrid, human-centered, and deeply underestimated.In this episode, Malcolm breaks down why FDEs have become the fastest-growing role in AI (800% YoY), how companies like John Deere, Tesla, Amazon and global banks are using them to unlock billions in operational value, and why this role fundamentally proves one thing:Humans are not being replaced. Humans are being upgraded.This episode goes beyond hype. It’s a grounded, data-driven look at AI adoption, the real tasks disappearing, the new skills emerging, and why the companies that refuse to invest in FDE-style talent will lose entire markets to competitors who move faster, learn faster, and deploy faster.If you want to understand the real future of AI work — not the headlines, but the mechanics — this is the episode.Key Topics Covered🔹 The Rise of the Forward Deployed Engineer800% growth in 12 monthsWhy OpenAI, Anthropic and Palantir hire FDEs instead of “prompt engineers”Human-in-the-loop value creation🔹 170 Million New JobsWorld Economic Forum dataWhy net job creation is positive, not negativeThe illusion of “AI job loss panic”🔹 John Deere’s Precision AI Example60–70% reduction in chemicalsAgriculture becomes a high-tech industryMachines + humans → exponential gains🔹 The Skills That Actually MatterJudgmentCommunicationDomain expertiseCuriosity, courage, humility🔹 Why Traditional Roles Are Evolving, Not DisappearingCFOs become “AI-augmented risk allocators”Engineers become workflow architectsHR turns into an AI-powered talent engine🔹 The Corporate GapExecutives planning AI strategy vs.7-year-olds already deploying AI apps (true story)Why the adoption gap is a leadership problem, not a tech problem💬 NOTABLE QUOTES“AI isn’t replacing humans — it’s replacing humans who refuse to use AI.” “FDEs don’t wait for permission. They deploy, iterate, and learn in real time.” “170 million new jobs is not a warning. It’s a renaissance.” “If your 7-year-old can build a dashboard in five minutes, what’s your executive team’s excuse?” “The companies winning today aren’t the ones with the most strategy — they’re the ones with the most action.”🔗 LINKS & REFERENCESMalcolm WerchotaLinkedIn → https://www.linkedin.com/in/malcolmwerchota/Website → https://www.werchota.ai/YouTube → https://www.youtube.com/@werchotaX → https://x.com/malcolmwerchotaInstagram → https://www.instagram.com/malcolmwerchotaai/TikTok → https://www.tiktok.com/@malcolmwerchota🧠 AI FIT ACADEMYShip First. Study Later. Get your team to working AI workflows by Week 2, or 100% refund — no questions asked. Start here → https://www.werchota.ai/ai-fit-academy
What this episode covers
The future of work is not science fiction. It’s happening right now — quietly, rapidly, beneath the surface of corporate boardrooms. And the job at the center of this revolution is one most executives have never even heard of:Forward Deployed Engineers (FDEs).While some companies are still debating AI governance frameworks and writing 40-page PowerPoints, the real action — the real transformation — is happening on the ground. FDEs at Palantir, Cohere, Anthropic, OpenAI and dozens of hyper-growth startups are embedding with customers, building prototypes in days instead of quarters, and translating impossible workflows into scalable AI solutions.And here’s the shockwave:📈 170 million NEW jobs by 2030. 📉 92 million jobs disappearing. = +78 million net new roles, many of them hybrid, human-centered, and deeply underestimated.In this episode, Malcolm breaks down why FDEs have become the fastest-growing role in AI (800% YoY), how companies like John Deere, Tesla, Amazon and global banks are using them to unlock billions in operational value, and why this role fundamentally proves one thing:Humans are not being replaced. Humans are being upgraded.This episode goes beyond hype. It’s a grounded, data-driven look at AI adoption, the real tasks disappearing, the new skills emerging, and why the companies that refuse to invest in FDE-style talent will lose entire markets to competitors who move faster, learn faster, and deploy faster.If you want to understand the real future of AI work — not the headlines, but the mechanics — this is the episode.Key Topics Covered🔹 The Rise of the Forward Deployed Engineer800% growth in 12 monthsWhy OpenAI, Anthropic and Palantir hire FDEs instead of “prompt engineers”Human-in-the-loop value creation🔹 170 Million New JobsWorld Economic Forum dataWhy net job creation is positive, not negativeThe illusion of “AI job loss panic”🔹 John Deere’s Precision AI Example60–70% reduction in chemicalsAgriculture becomes a high-tech industryMachines + humans → exponential gains🔹 The Skills That Actually MatterJudgmentCommunicationDomain expertiseCuriosity, courage, humility🔹 Why Traditional Roles Are Evolving, Not DisappearingCFOs become “AI-augmented risk allocators”Engineers become workflow architectsHR turns into an AI-powered talent engine🔹 The Corporate GapExecutives planning AI strategy vs.7-year-olds already deploying AI apps (true story)Why the adoption gap is a leadership problem, not a tech problem💬 NOTABLE QUOTES“AI isn’t replacing humans — it’s replacing humans who refuse to use AI.” “FDEs don’t wait for permission. They deploy, iterate, and learn in real time.” “170 million new jobs is not a warning. It’s a renaissance.” “If your 7-year-old can build a dashboard in five minutes, what’s your executive team’s excuse?” “The companies winning today aren’t the ones with the most strategy — they’re the ones with the most action.”🔗 LINKS & REFERENCESMalcolm WerchotaLinkedIn → https://www.linkedin.com/in/malcolmwerchota/Website → https://www.werchota.ai/YouTube → https://www.youtube.com/@werchotaX → https://x.com/malcolmwerchotaInstagram → https://www.instagram.com/malcolmwerchotaai/TikTok → https://www.tiktok.com/@malcolmwerchota🧠 AI FIT ACADEMYShip First. Study Later. Get your team to working AI workflows by Week 2, or 100% refund — no questions asked. Start here → https://www.werchota.ai/ai-fit-academy
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E91: Forward Deployed Engineers: The 170-Million-Job Earthquake That Will Redefine AI Work Forever
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