AGI Investment Tracks

Supply-constrained physical and people resources AGI will bid up after RSI hits diminishing returns.

8 independent specialist analyses · 2026-05-27

Premise: Once recursive self-improvement matures, the binding constraint shifts from cognition to the physical world. Energy, atoms, robots, sensors, bio infrastructure, and data-center capacity become the new bottlenecks.

Question: What can one acquire today — before the bid arrives — where supply genuinely cannot scale to meet AGI-era demand?

1. Compute Substrate

TopSK Hynix 000660.KS · TSM · Lasertec 6920.T

SK Hynix at ~13x P/E despite 70% of NVIDIA Rubin HBM4 allocation in a market sold out through 2028.

2. Energy & Grid

TopVST · Mitsubishi Heavy 7011.T · Fluence FLNC

MHI at ~22x P/E vs GEV at ~50x — same gas-turbine backlog, half the multiple.

3. Robotics & Physical Agency

TopNabtesco 6268.T · MP Materials · Hyundai 005380.KS

Deliberately excluded Harmonic Drive: 471x P/E prices in 5+ years of bullish humanoid demand.

4. Critical Materials & Mining

TopMP Materials · Cameco + SPUT · Ivanhoe IVN

NdPr oxide +155% YTD 2026 not in equity prices; MOFCOM licensing creates 30-60% US domestic premium.

5. Biology & Cloud Labs

TopTwist TWST · Sartorius + Repligen · Danaher

Isomorphic's $2.1B May raise hasn't priced into picks-and-shovels yet; tools still trade like 2023 bear.

6. Real-World Data & Sensors

TopSamsara IOT · Tempus TEM · Mobileye MBLY

Planet PL +1,478% YoY — the EO satellite thesis is already substantially priced in.

7. Manufacturing & Industrial Automation

TopNabtesco 6268.T · THK 6481.T · Keyence 6861.T

Eaton has 228 GW data-center backlog — 12 years at 2025 build rates.

8. Data Center Physical Infrastructure

TopHD Hyundai Electric 267260.KS · Hammond Power HPS.A.TO · GE Vernova

Vertiv stopped disclosing quarterly backlog in late 2025 — right when investors need it most.

Cross-track convergence (real signals, not coincidence)

  1. Nabtesco 6268.T — ranked #1 by two independent agents (robotics AND manufacturing). RV-reducer monopoly for heavy humanoid joints at industrial multiple.
  2. MP Materials — appears across materials AND robotics tracks (NdPr → magnets → motors → robots). Same NdPr +155% YTD signal flagged by independent analysts.
  3. Transformer chokepoint — cross-confirmed three ways: Eaton's 228 GW backlog (manufacturing), Mitsubishi Heavy at half GEV's multiple (energy), HD Hyundai Electric as cleanest pure-play (DC infra). Densest cross-confirmation in the exercise.
  4. Honest "already-priced-in" calls on every track — analysts deliberately avoided crowded names (NVDA, Harmonic Drive, GEV, Vertiv, Planet PL) and pointed upstream to less-discovered chokepoints.

Top picks at a glance

Track#1 pickConvictionKey thesis (one line)
Compute substrateSK Hynix 000660.KSHighHBM monopoly priced like cyclical DRAM
Energy & gridVSTHighMerchant power into AI demand pricing
RoboticsNabtesco 6268.THighRV-reducer monopoly, industrial multiple
Materials & miningMP MaterialsHighOnly Western NdPr→NdFeB vertical
Biology & cloud labsTwist TWSTHighTSMC of DNA synthesis, FY26 +17%
Real-world dataSamsara IOTHighFleet telematics dataset is irreplaceable
ManufacturingNabtesco 6268.THighSame as robotics — cross-confirmed
Data center infraHD Hyundai Electric 267260.KS9/10Less-crowded vs US-listed transformer peers