Track G · FrontierNode G4
AI and labor
Layer 1 · Pocket
~ 30s readThe thirty-second answer
What is this?
The honest answer about AI and labor: nobody knows. The dishonest answers come from anyone with a confident number. Track G holds the disagreement up to the light instead of resolving it.
Why should I care?
Decisions about career, education, and skill investment depend on beliefs about which way the AI wave runs. The right strategy under uncertainty isn't paralysis — it's hedging: build skills in both the substitutable and complementary layers, and watch where the data lands over the next five years.
Where the disagreement lives
- Direction (substitution real)
- broad agreement
- Magnitude (% jobs affected)
- 10–80% (!)
- Speed (years to transition)
- 5–25
- Distribution (who gains)
- highly contested