Macro Notes

Macro Notes

Neuromorphic Computing

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Macro Notes
Jun 18, 2026
∙ Paid

What if the biggest problem killing AI right now — its insane energy appetite — could be solved not by building bigger data centers, but by copying the most efficient computer on Earth: your own brain?

Here’s the hook that stopped me cold: neuromorphic chips already consume up to 1,000 times less energy than traditional GPUs for real-world tasks like pattern recognition and real-time vision. Intel and BrainChip are proving it today.

Quick 30-second explainer if you’re new to this:

A normal GPU is like a factory that never stops running: data is constantly shuffled back and forth between memory and processor, even when nothing important is happening. That’s why training and running AI burns so much electricity.

A neuromorphic chip works like an actual neuron in your brain: it stays almost completely silent and only “fires” (spikes) when something meaningful occurs. Everything happens locally, in parallel, with almost zero wasted movement.

Real-life example: your AirPods could instantly recognize your voice or a drone could spot a threat — all day long — on a fraction of the battery power we use today.

This is exactly why the technology is perfect for edge devices (smart sensors, wearables, autonomous vehicles) and defense (where every extra gram and watt can mean the difference between mission success and failure).


Now that you see why this actually works, let’s talk money — because this is where it gets exciting.

Right now the entire neuromorphic market is smaller than one good weekend for Nvidia.
By 2030, analysts expect it to be 40× to 80× larger (70-90 % CAGR depending on the source).

We are sitting at the exact same spot the GPU boom was in 2012-2013: the tech already works, defense contracts are landing, first commercial chips are shipping… and almost nobody on Wall Street is paying attention yet.

Yes, some startups will fail — that’s the risk. But when you see DARPA, the U.S. Army and major industrials already signing deals, the risk/reward asymmetry becomes one of the best I’ve seen in 15 years of hunting these opportunities.

This is the kind of setup I live for.


In the full Premium section, I deliver exactly what you need to move from “I’ve heard of it” to “I know exactly what to do”:

  • Crystal-clear breakdown of the different technical approaches so you truly understand who’s ahead and why.

  • In-depth profiles of the 6 most promising players and spin-offs with real customers, roadmaps, and moats.

  • My complete investment playbook: public tickers, valuation benchmarks, how to think about private rounds, and the exact 2-3 names I’m allocating fresh capital to right now.

  • Realistic scenarios (base / bull / moonshot) plus clearly identified risks so you can decide with confidence.

By the end of this issue you will understand the topic better than 98 % of investors… and you’ll know precisely how to position yourself before the big funds wake up.

If you’ve ever wished you had bought Nvidia or Tesla “when they were still small”, this is that rare second chance — except the energy wall makes the prize even bigger and the window is still wide open.

Ready to be among the first to truly get it?

Macro Notes Premium - The Neuromorphic Bet: Brain-Inspired Chips and the Energy Wall…

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