Is the Engineer‑Golden Goose Myth Dead? A CTO’s Survival Guide for the New Normal

Why the engineer‑as‑golden‑goose era is over

As artificial intelligence advances and large tech companies execute massive layoffs, software engineering organizations are under unprecedented scrutiny, and leaders must adapt to this “new normal.”

For the past twenty years engineers have been pampered with six‑figure salaries, unlimited PTO, “20 % time,” on‑site gyms, gourmet cafeterias, and even childcare, making job security seem guaranteed.

Recruiters continuously raised compensation and titles, so a talented engineer could be fired for poor performance yet quickly land a higher‑paying role elsewhere.

Companies like Google hoarded resources (e.g., 60,000 ICs) not to use them all but to control supply and limit competitors, a strategy that reshapes engineering functions downstream.

When a firm cannot afford $350,000 senior developers, the only viable path to attract top talent is to build a “great engineering culture” where engineers are not forced to do work they don’t want to do.

Engineers dislike politics; product managers become the polished intermediaries who smooth stakeholder conflicts. Development time is so valuable that bureaucratic structures filter requests before engineers act, and regular developer‑sentiment surveys are used to keep teams happy.

This approach is unique to engineering because retaining talent is seen as essential for operational continuity; losing an IC can jeopardize the business.

Two decades of an “engineer‑as‑golden‑goose” mindset have produced a generation of leaders who prioritize hiring and retention over profit, often treating engineers as privileged, socially awkward “black boxes.”

Most CTOs have never experienced a “normal” commercial environment; they trust that engineers will self‑prioritize, mistake developer‑experience metrics for productivity, and assume a shared product roadmap explains engineering work.

AI’s rise and the 2023 wave of layoffs—over 250,000 jobs cut at tech giants—signal the end of the era where engineers were seen as inexhaustible assets.

CTOs now watch how companies like Google and Amazon execute large‑scale layoffs and wonder if they can replicate the results, a concern not shared by other functions that don’t directly manage the most expensive, critical capability.

Non‑technical leaders often lack a basic model of engineering operations, leading to painful dialogues where every conversation must explain fundamental principles.

Product managers act as bridges, but engineering leaders lose control of their own narrative. Without a compelling story, CEOs remain unaware of when refactoring happens, where bottlenecks lie, or what critical institutional knowledge is at risk.

Engineers are stereotyped as anti‑social, boring, and unsuitable for boardrooms, reinforcing a perception that they are expendable.

The current layoff frenzy fuels the belief that engineers are no longer priceless, sparking fierce debates over developer productivity and prompting many to shrink engineering teams.

Most CTOs still operate with a 2015 mindset—focused on hiring, retention, and developer‑sentiment surveys—while discussing “productivity” with CFOs, leaving their teams vulnerable.

Over‑lean engineering can jeopardize business continuity, especially when business stakeholders make misguided cuts that threaten core infrastructure.

Infrastructure built by developers underpins the software boom; while engineers have enjoyed extraordinary privileges, their contributions have driven stock performance for the past two decades.

Other functions should also prioritize employee efficiency, happiness, and autonomy. Many CTO‑turned‑CEOs demonstrate kindness, creativity, and an innate understanding of culture, valuing people.

If leaders ignore these signals, both their teams and the businesses they built will suffer.

Engineers are not merely expensive black boxes; they are the foundational infrastructure of innovation. Recognizing this, crafting a strong narrative, and writing their own story are essential for survival in the post‑layoff era.