The AI Cookbook: AI Tools | Enterprise AI | Leadership

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Malcolm Werchota

02 December 2025

20m 41s

E91: Forward Deployed Engineers: The 170-Million-Job Earthquake That Will Redefine AI Work Forever

00:00

20:41

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 Engineer

  • 800% growth in 12 months
  • Why OpenAI, Anthropic and Palantir hire FDEs instead of “prompt engineers”
  • Human-in-the-loop value creation

🔹 170 Million New Jobs

  • World Economic Forum data
  • Why net job creation is positive, not negative
  • The illusion of “AI job loss panic”

🔹 John Deere’s Precision AI Example

  • 60–70% reduction in chemicals
  • Agriculture becomes a high-tech industry
  • Machines + humans → exponential gains

🔹 The Skills That Actually Matter

  • Judgment
  • Communication
  • Domain expertise
  • Curiosity, courage, humility

🔹 Why Traditional Roles Are Evolving, Not Disappearing

  • CFOs become “AI-augmented risk allocators”
  • Engineers become workflow architects
  • HR turns into an AI-powered talent engine

🔹 The Corporate Gap

  • Executives 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 & REFERENCES

Malcolm Werchota

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