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Into the Unknown

The world is changing faster than anyone expects.

Raw perspectives on AI, economics, and the accelerating future. 99.9% of people are unaware of what's actually happening—and what's coming next.

Thinking in public since 2026
AI Advancement Threat Level
Elevated: Rapid Capability Growth
Updated: February 2026
1
2
3
4
5
Stable Monitoring Elevated High Critical

AI capabilities are advancing faster than regulatory frameworks. Major breakthroughs in reasoning and autonomy reported. Job displacement accelerating in knowledge work sectors. Recommended posture: active preparation and upskilling.

+47%
AI Investment YoY
+312%
Model Capability
68%
Enterprise Adoption

Will Unemployment Ever Be This Low Again?

Historical data meets AI-adjusted projections. Select a scenario to see what's coming.

Region
AI Impact Scenario
Historical
Minor AI Impact
Moderate AI Impact
Severe AI Impact
4.1%
Current Rate
8.2%
2031 Projection
24M
Jobs Affected

Projections based on IMF baseline forecasts adjusted for AI automation rates. Historical data: BLS, ONS, ILO.

Is Your Job at Risk?

Search for your occupation to see its AI automation risk assessment.

Most at Risk Jobs
Telephone Operator
Telecommunications
95%
Risk Score
Data Entry Clerk
Administrative
94%
Risk Score
File Clerk
Administrative
93%
Risk Score

Software Developer

Technology

Low Risk Moderate High Risk
45%
Moderate Risk of AI Displacement
Timeline
Significant impact expected within 3-5 years as AI coding assistants become more capable.
What AI Can Already Do
Write boilerplate code, debug simple errors, generate documentation, create unit tests.

Key Risk Factors

Routine tasks easily automated
Large training datasets available
+ Requires complex problem-solving
+ Human judgment still valued

Risk assessment based on task composition analysis, AI capability trajectories, and labor market research.

Recent Essays

The Automation Debt Bomb: Why Companies Aren't Ready for Cheap AI

Every company is carrying 'automation debt'—processes that could be automated but haven't been. When AI makes automation cheap, that debt comes due all at once. Most companies will implode.

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February 21, 2026 9 min

The Google Dependency: Why The Internet Doesn't Work Without Search

Google isn't just a company—it's infrastructure. The entire web was built assuming Google exists. If AI agents replace search, the internet breaks in ways nobody's prepared for.

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February 20, 2026 8 min

Why an AI Winter Is Mathematically Impossible This Time

Everyone who lived through previous AI winters sees another one coming. They're wrong. The math is completely different this time, and understanding why matters.

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February 19, 2026 8 min
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About

Nullward is a space for thinking through the implications of accelerating change—particularly AI, but also economics, policy, and business.

The perspective here comes from someone who sits at the intersection of business, technology, and an unconventional path. Not captured by any single tribe's orthodoxy. Willing to be wrong, but thinking carefully.

This is anonymous by design. The mask allows for honesty. What you read here are the thoughts I'd share over drinks but not on LinkedIn.

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