Most teams don’t struggle to get an agent to answer a prompt. They struggle to keep it stable once real traffic, real latency, and real edge cases show up. Teleon exists for that part of the journey.
The problem we kept seeing
Every agent team we talked to followed roughly the same arc. First, a proof-of-concept that impressed leadership. Then weeks of infrastructure work: containerizing the agent, wiring up a queue, building a deployment pipeline, bolting on logging, figuring out how to handle retries when an LLM call times out. By the time the agent reached production, the team was maintaining more infrastructure code than agent code.
We built Teleon so that second phase doesn’t have to exist. You bring your agent logic. We handle the deployment, scaling, and operational tooling.
What ships with Teleon
We focused on the unglamorous pieces: repeatable deployments, safe defaults, and the tooling you need when something goes wrong at 2 a.m.
Helix is the runtime layer. It handles auto-scaling from zero to thousands of replicas, rolling deployments with instant rollback, and built-in health checks. You deploy with a single command and Helix takes care of the rest.
Cortex is the memory system. If your agent needs to remember past conversations, user preferences, or accumulated knowledge, Cortex provides six simple methods for storing and retrieving memory with automatic scope enforcement for multi-tenancy.
Sentinel is the safety layer. Content filtering, PII detection, compliance enforcement (GDPR, HIPAA, SOC 2), and full audit logging. Every interaction is validated before it reaches the user.
How a deploy actually works
A typical Teleon deployment looks like this: you write your agent in Python using the Teleon SDK, run `teleon deploy`, and your agent is live in under 60 seconds. No Dockerfiles, no Kubernetes manifests, no CI/CD pipeline to maintain.
Behind the scenes, Teleon packages your code, provisions the runtime, configures health checks, and sets up auto-scaling rules. If you push a bad version, rollback is instant.
What comes next
This is the beginning. We’re building toward a world where deploying an agent is as simple as deploying a static site. The infrastructure should disappear. Check out our features to see what ships out of the box, or jump straight to the docs to deploy your first agent.