Why Most AI Agent Architectures Are Fundamentally Wrong
Автор: Eugene Vyborov
Загружено: 2026-02-11
Просмотров: 245
Описание:
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
Повторяем попытку...
Доступные форматы для скачивания:
Скачать видео
-
Информация по загрузке: