NVIDIA CEO Jensen Huang told the world at GTC 2025 that traditional software companies will evolve into agent platforms. He called it the shift from humans using software to AI agents using software on behalf of humans. That is not a research claim. It is a description of what is already happening in production systems.
I run two products on self-hosted infrastructure. ConnectEngine OS automates lead generation, content creation, and uptime monitoring. ProductShot generates AI product photography. Both products run agents that execute multi-step workflows without human intervention. The monthly infrastructure cost is roughly $45 USD. No venture capital. No cloud markup. Just a VPS, Docker containers, and agent orchestration built on n8n.
What Does Jensen Mean by Agent-First Software?
Huang's argument at GTC was structural, not speculative. SaaS requires a human to log in, click buttons, and execute tasks. Agents as a Service (AaaS) flips that model. The agent monitors your pipeline, identifies deals at risk, drafts outreach emails, updates the CRM, and flags the human only when judgment is required. The human becomes the exception handler, not the default operator.
This changes the economics of software. When an agent handles 10,000 tasks per month, you pay for compute and model inference, not 10,000 human hours. Pricing shifts from per-seat to per-task or per-outcome. Availability becomes 24/7 continuous instead of business hours. Scalability means spinning up more agents, not hiring more people.
