# “We're Running Out of AI Memory”: Melvin's Top 4 Stocks to Buy

Page: https://stenobird.com/podcast/milk-road-ai-7580602/we-re-running-out-of-ai-memory-melvin-s-top-4-stocks-to-buy
Text version: https://stenobird.com/podcast/milk-road-ai-7580602/we-re-running-out-of-ai-memory-melvin-s-top-4-stocks-to-buy.md
Podcast: [Milk Road Stocks](https://stenobird.com/podcast/milk-road-ai-7580602)
Published: 2026-08-27T13:30:00+00:00
Episode link: https://podcasters.spotify.com/pod/show/milk-road-radio15/episodes/Were-Running-Out-of-AI-Memory-Melvins-Top-4-Stocks-to-Buy-e3nvd8b
Audio file: https://anchor.fm/s/10b7d3d70/podcast/play/124809931/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-7-27%2F430645867-44100-2-4eee9920abb2a.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/milk-road-ai-7580602/episodes/we-re-running-out-of-ai-memory-melvin-s-top-4-stocks-to-buy
Duration seconds: 2082

## Resource

The AI boom is creating massive bottlenecks across compute, memory, networking, and power, and Melvin believes the companies solving these shortages could be some of the biggest winners of the next decade. In this episode, Melvin breaks down his AI investment portfolio and reveals four of his highest-conviction stocks: Nebius (NBIS), Micron (MU), NVIDIA (NVDA), and Oracle (ORCL). He explains why Nebius remains his largest position, why the global AI memory shortage could continue benefiting Micron, and why NVIDIA’s opportunity is expanding far beyond GPUs as AI inference and agents drive explosive demand for compute. ~~~~ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠🎯 Our analysts called Micron (+217%), Nebius (+146%), and Bloom Energy (+130%). See what they’re buying next with Milk Road PRO - now 33% OFF!⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ⁠⁠⁠⁠ ~~~~~ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ 🌐 Scale your payment business across Asia with Saber.money: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ~~~~~ ✊ Follow Milk Road on Social Media: 👉 Twitter: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://x.com/MilkRoadAI⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ 👉 YouTube: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.youtube.com/@MilkRoadAI⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ 👉 Spotify: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://link.milkroad.com/spotify-mr-ai⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ 👉 Apple Podcast: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://link.milkroad.com/applepod-mr-ai⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ~~~~~ 🎙 GUEST INFO 🎙 Melvin: ⁠⁠⁠⁠⁠⁠https://x.com/M…

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/milk-road-ai-7580602/episodes/we-re-running-out-of-ai-memory-melvin-s-top-4-stocks-to-buy/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/milk-road-ai-7580602/we-re-running-out-of-ai-memory-melvin-s-top-4-stocks-to-buy.md` — Read the agent-friendly Markdown representation of this episode resource.

A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed.

## Transcript

Full transcripts are not published on public pages unless there is a clear rights basis.