Anthony Pompliano, investor and founder of Professional Capital Management, stated on X on Sunday, October 11, 2026, that companies are finding success by developing their own artificial intelligence models. Pompliano asserted, "I have been banging the drum about companies fine-tuning their own models and now Coinbase is saying they are doing it themselves. Faster, chea better than the frontier models." He added that this approach is how his own company, cfo.sil achieved outperformance in personal finance topics.
The discussion around AI development has intensified recently, with Gokhshtein Media reporting on the rapid advancements in verifiable domains and the broader impact of AI. Recent coverage noted that Voice AI still lacks a killer app as text models dominate venture capital funding, while Nassim Nicholas Taleb has warned that AI will destroy performative skills. The focus on specialized, fine-tuned models suggests a strategic shift from reliance on general-purpose frontier models.
Pompliano's view implies that the competitive edge in AI development may shift towards entities capable of customizing models for specific tasks, potentially leading to more efficient and cost-effective solutions. This could encourage more companies to invest in internal AI development teams and infrastructure, rather than solely depending on external AI service providers. The trend points to a future where specialized AI applications could drive significant operational improvements and differentiation in various industries.
