Quantum Computing — The Real Lever for Our Economy and civilization
Consensus had been saying: quantum computing would have certain niche advantage over classical in areas such as decryption and certain simulation when matured. By consensus, I mean market consensus, like financial analysts level of literacy. Not the general public.
Now they are proven wrong.
Everyone’s chasing AI, which essentially means compute.
Compute has two bottlenecks: memory and energy.
That’s why memory stocks (Micron, SK Hynix) and nuclear stocks (Oklo, Cameco, NuScale, Centrus) have been ripping. Hyperscalers — Microsoft, Amazon, Google, Meta — are buying up HBM and signing nuclear PPAs as fast as they can. The market gets it.
These are patches, not solutions. Probably good trades for the next 3-5 years. They delay the problem, they don’t solve it.
Long-term, the only real answer is quantum computing. Quantum computing is solving both. Two papers in the last month firmed up the foundation:
Paper 1 — Google + Caltech + MIT (April 2026)
A small quantum computer can do ML tasks where any classical equivalent would need to use memory storage million times larger(linear increase for classical, logarithmic increase for quantum computers). Tested on real data — RNA sequencing and movie review sentiment analysis.
https://arxiv.org/pdf/2604.07639
Paper 2 — IonQ Forte Enterprise (May 2026)
First hardware measurements: for same task, quantum computing energy consumption scales linearly, classical scales exponentially.
https://arxiv.org/pdf/2605.02798
These are proof-of-concept. QC isn’t beating real classical compute today — but the theoretical ceiling is real and structural. The standard skeptic arguments (Tang dequantization, classical shadows) stop holding up after these results.
Memory and nuclear are good 3-5 year trades. After that window, when QC scales to thousands of logical qubits, the math changes.
Civilization runs on compute. Compute hits physical walls. Quantum is what comes after.
To make generational wealth you need generational leverage and generational opportunity. We are at dawn now.