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Most AI agents can't scale past a handful of concurrent tasks. Learn the architecture patterns that let you run thousands - even millions - of agents in parallel. In this deep dive, we break down the actor model for AI agents, why traditional architectures fail at scale, and how to build enterprise-ready agent infrastructure with proper security, orchestration, and credential management. In this video, we cover: The actor model: why agents should "wait" most of their life Running 1 million agents in 4GB RAM (and how it actually works) Real use cases: FinTech loan processing in 25 seconds vs 25 minutes 5,000 agent swarms for parallel code review Cryptographic identity and ephemeral credentials with OnePassword Scatter-gather, sequential, and peer-to-peer agent orchestration patterns The SaaS vs Sovereign agents debate "Creativity per second" as the new business metric Whether you're building autonomous products or scaling agent infrastructure, this is the deep technical conversation you need. --- TIMESTAMPS: 0:00 - Introduction 0:26 - Mrinal's background: 22 years of distributed systems 2:05 - What is Autonomy? Platform as a Service for autonomous products 4:53 - What is an agent? The state machine definition 6:41 - Why the actor model matters for AI agents 8:53 - 1 million agents in 4GB RAM experiment 11:11 - Use case 1: Multi-tenant agent deployment (fitness coaches) 14:09 - Use case 2: 5,000 parallel agents for code review 16:28 - Use case 3: FinTech - 25 seconds vs 25 minutes 18:48 - Agent orchestration and communication patterns 23:01 - Scatter-gather, sequential, and peer-to-peer patterns 26:08 - Cryptographic identity and credential management 30:24 - OnePassword integration for ephemeral credentials 31:04 - Trinity: Eugene's sovereign agent orchestration platform 38:47 - The great rebuild: why first-gen agents will be replaced 41:06 - SaaS vs Sovereign agents debate 48:47 - Will we see billion-dollar one-person companies? 53:44 - Closing thoughts --- Connect with Mrinal: LinkedIn: / mrinalwadhwa Autonomy: https://autonomy.computer Trinity: https://www.ability.ai/trinity Related Articles: / urn:li:activity:7421959799707291649 / urn:li:activity:7424590997717823488