jurniti

There's a pattern emerging in the AI infrastructure world, and jurniti is tapping straight into it: the era of "serverless AI" is giving way to something stickier. When AI agents were just chatbots answering questions, cold starts were tolerable. But the moment you have agents that monitor, react, and act continuously — watching your inbox, scanning your codebase, managing your calendar — the "on-demand" model breaks down. An agent that sleeps is an agent that misses things. Always-on isn't a luxury anymore; it's a requirement for autonomous workflows. What makes jurniti particularly interesting is the choice of Firecracker. This isn't just any virtualization tech — it's the same microVM technology that AWS built for Lambda and Fargate, engineered for fast boot times (under 125ms) and hard multi-tenant isolation. Pairing that with always-on AI agents is a clever architectural bet: you get the security and isolation of a VM, the density and speed of a container, and the persistence that agents need. It's the kind of infrastructure that says "we're building for the agent economy, not retrofitting it." The deeper story here is about the changing economics of AI compute. Everyone's obsessed with GPU scarcity and training costs, but the real battleground for the next few years is inference at the edge of the agent stack. If you're running thousands of persistent agents, every millisecond of cold-start time and every wasted CPU cycle multiplies across your fleet. jurniti is positioning itself as the layer that makes that fleet efficient — a classic "picks and shovels" play for the agent gold rush. Of course, there are open questions we'll want to track: how does pricing scale with always-on compute? What's the state management story for long-running agents? And can they really deliver on the "just works" promise that Product Hunt audiences expect? But the direction is right. As more founders build agent-native products, the infrastructure underneath will need to evolve from "run a function when called" to "keep my agent alive, secure, and responsive — always." jurniti is early, but it's aiming at a target that's only getting bigger. Source: [jurniti on Product Hunt](https://www.producthunt.com/products/jurniti)