--- title: "Karl Mehta (@karlmehta) | Hashnode" description: "Tech developer and serial entrepreneur. Read the latest articles by Karl Mehta on Hashnode." url: "https://hashnode.com/@karlmehta" --- @karlmehta # Karl Mehta @karlmehta · Miami, FL · Joined March 2026 Tech developer and serial entrepreneur ### [Agents With Amnesia: Why Memory Is the Real Frontier in Building AI Agents](https://mehta-blog.hashnode.dev/agents-with-amnesia-why-memory-is-the-real-frontier-in-building-ai-agents?utm_source=hashnode&utm_medium=feed) Notes from three days inside Google DeepMind — on Antigravity, client- and server-side memory, and where agent memory and the human brain are quietly converging on the same design. 15 min read · [mehta-blog.hashnode.dev](https://mehta-blog.hashnode.dev/agents-with-amnesia-why-memory-is-the-real-frontier-in-building-ai-agents?utm_source=hashnode&utm_medium=feed) [Jun 25](https://hashnode.com/posts/agents-with-amnesia-why-memory-is-the-real-frontier-in-building-ai-agents/6a3c98a868765d96728d1d45) ### [AI Is Shipping Unvalidated. Today We're Open-Sourcing the Fix.](https://mehta-blog.hashnode.dev/ai-is-shipping-unvalidated-today-we-re-open-sourcing-the-fix?utm_source=hashnode&utm_medium=feed) Enterprises are carrying an estimated half-trillion dollars of unvalidated AI risk, and U.S. courts already hold 100+ active AI lawsuits. TrustModel — Eval, Monitor, Govern — is now free and open sour 6 min read · [mehta-blog.hashnode.dev](https://mehta-blog.hashnode.dev/ai-is-shipping-unvalidated-today-we-re-open-sourcing-the-fix?utm_source=hashnode&utm_medium=feed) [May 31](https://hashnode.com/posts/ai-is-shipping-unvalidated-today-we-re-open-sourcing-the-fix/6a1cca9544d739a7c245124e) ### [The Commoditization of LLM Models](https://mehta-blog.hashnode.dev/the-commoditization-of-llm-models?utm_source=hashnode&utm_medium=feed) I’m becoming more convinced that LLMs are moving toward the same structure as payment networks. The models will be incredibly important. But the largest value will not be captured by the raw model lay 5 min read · [mehta-blog.hashnode.dev](https://mehta-blog.hashnode.dev/the-commoditization-of-llm-models?utm_source=hashnode&utm_medium=feed) [May 5](https://hashnode.com/posts/the-commoditization-of-llm-models/69f941cf46610fd60647eb4a)