What podcasts say about Ben Pouladian

Every statement, with the speaker, the exact quote and the moment it was said.

What Ben Pouladian has said on podcasts

37 statements · 22 positive · 10 negative · 5 neutral

on Meta MusePositiveSep 30, 2026· Monetary Matters with Jack Farley
Meta’s Muse handles most tasks users want despite not being a frontier model.
“I think they built a great product. It's probably not a frontier model, but it does 90% of the tasks what people want it to do.”
Listen at 2:04
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Time-saving consumer technologyPositiveSep 30, 2026· Monetary Matters with Jack Farley
Consumers will pay for technology that saves time on mundane tasks.
“consumers will pay to get their time back.”
Listen at 3:22
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Agentic AI workflowsNegativeSep 30, 2026· Monetary Matters with Jack Farley
Agentic AI workflows will incur very large token costs.
“there's going to be a huge token cost behind it.”
Listen at 4:43
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Nvidia CorporationPositiveSep 30, 2026· Monetary Matters with Jack Farley
NVIDIA offers the best full-stack solution for token production.
“all roads and rockets lead to nvidia”
Listen at 6:55
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Token production costsNegativeSep 30, 2026· Monetary Matters with Jack Farley
Higher token-production costs will reduce margins and valuation multiples.
“if you have a higher token production cost, your margins are going to be less. And I think you're going to get hit with a discount on your valuation.”
Listen at 8:12
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AMD inference chipsNegativeSep 30, 2026· Monetary Matters with Jack Farley
AMD’s inference-chip margins may not support its valuation.
“I don't see their margins keeping up to really have that valuation.”
Listen at 11:37
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AMD HeliosNegativeSep 30, 2026· Monetary Matters with Jack Farley
AMD’s Helios rack-scale system faces manufacturing and scaling difficulties.
“there's definitely some pain in the learning curve that's going to go with it.”
Listen at 13:33
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Traditional CPUsNegativeSep 30, 2026· Monetary Matters with Jack Farley
Traditional CPU chips will grow more slowly than expected in agentic AI.
“I just don't see that those types of chips growing as fast as people think they're growing”
Listen at 14:24
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on NVIDIA agent security sandboxPositiveSep 30, 2026· Monetary Matters with Jack Farley
NVIDIA’s agent security sandbox supports x86, ARM, and NVIDIA chips, but not AMD.
“NVIDIA just came out with a Gentic security sandbox for agents that works on x86 ARM and NVIDIA chips, but not on AMD.”
Listen at 15:46
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on NVIDIA full-stack systemsPositiveSep 30, 2026· Monetary Matters with Jack Farley
Buying NVIDIA’s full stack improves system optimization.
“you really win and optimize when you buy the full stack”
Listen at 17:14
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on NVIDIA security featuresPositiveSep 30, 2026· Monetary Matters with Jack Farley
Cheaper alternatives may create higher downstream costs without NVIDIA security features.
“you can save on the front end with other products, but you will pay on the back end if you don't have these things.”
Listen at 17:57
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Alternative AI acceleratorsNeutralSep 30, 2026· Monetary Matters with Jack Farley
Investors should compare alternative accelerators’ asset desirability with NVIDIA GPUs.
“I think that's what bankers and investors have to kind of ask themselves. What is the desirability of those assets versus the NVIDIA GPU?”
Listen at 22:35
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Commodity semiconductor businessesNegativeSep 30, 2026· Monetary Matters with Jack Farley
Commodity semiconductor businesses may suffer when supply catches up.
“If you want to own a business that's a commodity, that's maybe in the squeeze cycle, go for it. But once supply catches up, watch out below.”
Listen at 27:59
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Data-center developmentNegativeSep 30, 2026· Monetary Matters with Jack Farley
Local opposition makes data-center development difficult and slow.
“Development is hard. We have a lot of nimbyism.”
Listen at 31:39
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Compute deploymentNegativeSep 30, 2026· Monetary Matters with Jack Farley
Slower compute deployment delays token delivery and lease commencements.
“the slower you have compute coming online the slower is your first time to first token in dollar and the longer it takes to basically start these leases”
Listen at 34:36
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on U.S. data centersPositiveSep 30, 2026· Monetary Matters with Jack Farley
Americans need a stronger local economic case for data centers.
“everyday americans need a better story”
Listen at 36:41
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Consumer AIPositiveSep 30, 2026· Monetary Matters with Jack Farley
Meta can profitably provide consumer AI through its advertising network.
“He can serve it profitably because he has a whole ad network behind him and customers ready to spend on your queries”
Listen at 41:34
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Meta Muse revenuePositiveSep 30, 2026· Monetary Matters with Jack Farley
Most Muse revenue will come from advertising rather than subscriptions.
“Correct, yeah.”
Listen at 42:02
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Google agentic AIPositiveSep 30, 2026· Monetary Matters with Jack Farley
Google will eventually launch and catch up with agentic AI offerings.
“eventually you'll see Google come out with their own agentic offering. It's only a matter of time. They'll catch up.”
Listen at 42:42
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Anthropic–Meta coding-assistant relationshipNegativeSep 30, 2026· Monetary Matters with Jack Farley
Anthropic will probably lose Meta as a Claude Code customer.
“they're probably going to lose Meta because Meta is developing its own coding assistant”
Listen at 44:31
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Large-scale AI computePositiveSep 30, 2026· Monetary Matters with Jack Farley
Large-scale compute can enable extensive modeling across coded domains.
“if you can model all these things at scale with compute, the possibilities are endless.”
Listen at 47:00
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Neural-network scaling lawsPositiveSep 30, 2026· Monetary Matters with Jack Farley
Larger training runs have produced better and more capable models.
“Until now, the bigger the training run, the better the results and the more capable the model has been.”
Listen at 47:42
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI compute demandPositiveSep 30, 2026· Monetary Matters with Jack Farley
Scaling laws are generating insatiable demand for compute.
“there's this insatiable demand for compute.”
Listen at 47:52
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI model marketNeutralSep 30, 2026· Monetary Matters with Jack Farley
AI models will segment into products with different capabilities and prices.
“The segmentation is going to happen”
Listen at 51:36
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI cost-per-task benchmarksNeutralSep 30, 2026· Monetary Matters with Jack Farley
AI markets will benchmark cost per completed task by model and business vertical.
“I think you're going to get benchmarks based on the model. And the vertical accounting, customer service, law, what is the cost per completed task?”
Listen at 52:01
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on OpenAI and Anthropic ARRPositiveSep 30, 2026· Monetary Matters with Jack Farley
Combined OpenAI and Anthropic ARR could double again if compute is sufficient.
“it could probably double again if there's enough compute.”
Listen at 54:07
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI compute capacity planningNeutralSep 30, 2026· Monetary Matters with Jack Farley
AI companies must plan compute capacity two to three years ahead.
“you have to plan for the next two, three years”
Listen at 54:33
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI-enabled biological modelingPositiveSep 30, 2026· Monetary Matters with Jack Farley
Modern compute can model cells, organs, tissues, and body parts.
“we can model cells, organs, tissue, parts of the human body with compute”
Listen at 57:22
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on AI drug discoveryPositiveSep 30, 2026· Monetary Matters with Jack Farley
AI can identify potential drug candidates faster than traditional animal testing.
“find potential drug candidates that would take years in clinic with rats and a lot of trial and error. and basically do it through AI”
Listen at 57:36
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA
on Early disease detectionPositiveSep 30, 2026· Monetary Matters with Jack Farley
Modern technology may enable earlier disease detection through more scans.
“we can get more of these scans earlier, catch these things earlier, hopefully”
Listen at 1:01:26
Open the episode · Token Bill Dwarfs CPU Bill | Ben Pouladian on Meta's Muse, Anthropic S1, and Why All Roads Still Lead to NVIDIA

Statements are attributed to the speaker as said on the episode and reflect their view at the time, not PodLume's. They are not advice.