Survival Areas

Work & Money

Automation is moving faster than hiring plans. This hub keeps you ahead of layoffs, deskilling, and income volatility so you can keep earning through the AI reset.

Stay employable when automation pressure hits every role, not just tech.

What’s happening

Work & Money right now

Open models and on-device AI are erasing the friction that once slowed automation. Output jumps without headcount growth, and backfill requests quietly disappear long before a layoff memo drops.

What to do now

Mini checklist

  • Audit your weekly tasks: what can AI already do, and how do you stay the human in the loop?
  • Ship visible work every week that uses AI to multiply impact, not just shave minutes.
  • Build a personal portfolio that shows outcomes, not prompts—evidence you’re indispensable.
  • Diversify income streams early: advisory gigs, micro-products, or project-based work.

In this hub

Latest coverage

Posts tagged for Work & Money. Updated as new drops go live.

AI escaping centralized cloud infrastructure into individual laptops, symbolizing loss of control and accelerated job displacement
Work & Money – AI Job Displacement December 18, 2025

AI Is Leaving the Cloud - And That's Why Job Loss Is About to Accelerate

Local, open-weight AI removes friction, making automation cheap, private, and uncontrollable, silently eroding roles long before layoffs are announced.

Impact Score 71
Placeholder: AI Job Displacement
Work & Money – AI Job Displacement July 31, 2025

Placeholder: AI Job Displacement

This is a placeholder post for the AI Job Displacement category.

Impact Score 58
Placeholder: Gig Collapse
Work & Money – AI Job Displacement July 31, 2025

Placeholder: Gig Collapse

This is a placeholder post for the Gig Collapse category.

Impact Score 53
The Rise of the Gig Economy
Work & Money – AI Job Displacement July 29, 2025

The Rise of the Gig Economy

How freelancing, contract work, and on-demand labor are reshaping the modern workforce.

Impact Score 51
Credentialism is Collapsing: Here's What Recruiters Actually Look For Now
Work & Money – AI Job Displacement July 29, 2025

Credentialism is Collapsing: Here's What Recruiters Actually Look For Now

Degrees used to be the golden ticket. Not anymore. Discover what employers truly value in a post-credential era.

Impact Score 54
Are Programmers Becoming Obsolete in the Age of AI?
Work & Money – AI Job Displacement July 26, 2025

Are Programmers Becoming Obsolete in the Age of AI?

As AI tools become more powerful, the traditional role of a programmer is evolving — and potentially disappearing.

Impact Score 72
Black-and-white career ladder with the bottom rungs missing, fading into shadow
Work & Money – AI Job Displacement December 4, 2024

Entry-Level Is Dead: How AI Is Sawing Off the Bottom Rung of the Career Ladder

AI is deleting entry-level roles and hollowing out the career ladder; this post explains the data, drivers, and what to do about it.

Impact Score 67

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