
Jim Keller
Core Stance & Frontier Insights
Stability AI is converting Stable Diffusion’s 270 million downloads into 50–60 specialized production models for film, TV, gaming and advertising, with convincing on-demand video estimated in six to 12 months. Liquid AI’s private, on-device systems promise “$0” hosting costs across phones, cars, satellites and jets. Tenstorrent targets systems 5–10 times cheaper through open infrastructure, while enterprise adoption remains the risk: only 11% of use cases reached production, and generative AI reached “maybe 7% at the best.” Frontier Thesis: Hardware commoditization is inevitable; the real moat lies in radically lowering compute unit economics through open-source software stacks and modular silicon, dismantling proprietary monopoly pricing.
Strategic Decisions: Tenstorrent is betting on an open architecture to commoditize AI infrastructure. By pairing low-cost compute with ecosystem-wide software interoperability, they enable enterprise scalability and edge viability rather than competing solely on raw, brute-force FLOPS.
Risks & Warnings: Severe execution lag. With only 11% of AI use cases reaching production over five years, cheaper silicon is useless without organizational process re-engineering and executive-level commitment to deploy.
Curated Podcasts & Talks
AI Leaders Reveal the Next Wave of AI Breakthroughs (At FII Miami 2025) | EP #150
- 🗓️ Date:
2025-02-20| 🎙️ Show:Moonshots
Stability AI is converting Stable Diffusion’s 270 million downloads into 50–60 specialized production models for film, TV, gaming and advertising, with convincing on-demand video estimated in six to 12 months. Liquid AI’s private, on-device systems promise “$0” hosting costs across phones, cars, satellites and jets. Tenstorrent targets systems 5–10 times cheaper through open infrastructure, while enterprise adoption remains the risk: only 11% of use cases reached production, and generative AI reached “maybe 7% at the best.”
View Dialogue Notes & Transcript Memo
Interview Summary & Key Takeaways: Stability AI is converting Stable Diffusion’s 270 million downloads into 50–60 specialized production models for film, TV, gaming and advertising, with convincing on-demand video estimated in six to 12 months. Liquid AI’s private, on-device systems promise “$0” hosting costs across phones, cars, satellites and jets. Tenstorrent targets systems 5–10 times cheaper through open infrastructure, while enterprise adoption remains the risk: only 11% of use cases reached production, and generative AI reached “maybe 7% at the best.”
- 🔗 Original source & video: AI Leaders Reveal the Next Wave of AI Breakthroughs (At FII Miami 2025) | EP #150
- 📝 Transcript Status: Core insights and takeaways summarized. Full runtime is approx 45-90 mins.
View Dialogue Notes & Key Takeaways
Key Takeaways: Stability AI is converting Stable Diffusion’s 270 million downloads into 50–60 specialized production models for film, TV, gaming and advertising, with convincing on-demand video estimated in six to 12 months. Liquid AI’s private, on-device systems promise “$0” hosting costs across phones, cars, satellites and jets. Tenstorrent targets systems 5–10 times cheaper through open infrastructure, while enterprise adoption remains the risk: only 11% of use cases reached production, and generative AI reached “maybe 7% at the best.”
- 🔗 Original source & video: AI Leaders Reveal the Next Wave of AI Breakthroughs (At FII Miami 2025) | EP #150