Cover image of show The RAM AI Podcast

The RAM AI Podcast

Podcast by Grish Ram | M3I Research

English

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About The RAM AI Podcast

No, not that RAM. This is Grish Ram — macro investor, geopolitical risk modeler, and the human behind M3I Research. AI-narrated daily briefings covering geopolitical risk scores, oil and commodity markets, equities, inflation trades, sector regime analysis, and the signals that move markets. Powered by a quantitative scanner running 11 turbulence signals, 7 composite models, and a 5/5 prediction track record. Deep dives on Substack at m3iresearch.substack.com. Live scores at m3iresearch.com.

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5 episodes

episode The Rise of Agentic AI - a Deep Dive artwork

The Rise of Agentic AI - a Deep Dive

Falling per-token costs aren't reducing AI infrastructure spend — they're accelerating it. In this episode, we break down why Jevons Paradox is playing out in real time across the AI supply chain, and what the input signals — from DRAM pricing to transformer lead times — are telling us about where this goes next. We cover: why agentic AI workloads consume 5-30x more tokens per task than chatbots, the seven upstream signals all moving in the same direction, and three companies positioned across the full stack from silicon to switchgear — Marvell Technology (MRVL), Micron Technology (MU), and IES Holdings (IESC). Plus, how Peter Lynch's PEG ratio framework screens in this environment. This is not investment advice. Visit m3iresearch.com for methodology and full disclaimers.

24 Apr 2026 - 20 min
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