AI Compute Wars: Concentration, Cost, and Depreciation
Episode 5 of 8
Nov 17, 2025
About this episode
The real story of the AI boom isn’t about smarter models or clever algorithms. It’s about compute, who controls it, who can afford it, and who gets crushed by the brutal economics beneath it.
This video breaks down the core forces driving the modern compute wars:
• The trillion-dollar data center buildout
• Nvidia’s near-total dominance over the AI hardware stack
• The hidden financial plumbing: SPVs, vendor financing, and circular deals
• The 3–5 year hardware depreciation cycle that punishes hesitation
• Why inference, not training, determines long-term profitability
• The hard physical bottleneck: electricity
• How geopolitics is reshaping global compute capacity
• And the strategic playbook leaders need to survive this era
f you want to understand who actually wins the AI revolution, this is the map
🎧 This is Video 5 in the Understanding the AI Revolution series.
P.S. - I’m developing these videos by feeding my personal notes, articles, and research papers into NotebookLM. These are AI-generated Deep Dive conversations, focused exactly on the topics builders need to know.
#AIExplained #LLMs
For those interested to know more on this topic, you can visit my blog where I post in more detail on the topic
https://kiranbrahma.com/blog/ai-compute-wars
This video breaks down the core forces driving the modern compute wars:
• The trillion-dollar data center buildout
• Nvidia’s near-total dominance over the AI hardware stack
• The hidden financial plumbing: SPVs, vendor financing, and circular deals
• The 3–5 year hardware depreciation cycle that punishes hesitation
• Why inference, not training, determines long-term profitability
• The hard physical bottleneck: electricity
• How geopolitics is reshaping global compute capacity
• And the strategic playbook leaders need to survive this era
f you want to understand who actually wins the AI revolution, this is the map
🎧 This is Video 5 in the Understanding the AI Revolution series.
P.S. - I’m developing these videos by feeding my personal notes, articles, and research papers into NotebookLM. These are AI-generated Deep Dive conversations, focused exactly on the topics builders need to know.
#AIExplained #LLMs
For those interested to know more on this topic, you can visit my blog where I post in more detail on the topic
https://kiranbrahma.com/blog/ai-compute-wars