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Infrastructure for self-improving AI agents

Auto-tune your agent harness and prompts to reach production accuracy in minutes, not months.

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Why Tellurio

Designed to help AI teams
maximize agent output quality

Defined in code

Define your agent harness architecture and prompts with Afnio SDK. Keep everything in sync in your repo.

harness.py
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Built for quality

Optimization of agent's harness and context using state of the art algorithms.

Optimization Run #42
$ afnio optimize --target correctness
Correctness62.0%
████████████░░░░░░░░
Tool Selection43.0%
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Cost / Run$1.20
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Self-Learning Agents

Production data used for continual agent optimization and learning new tasks.

afnio learn
$ afnio learn --source production

Built-In Observability

Integrated logging and metric tracking into every module and function.

Live Metrics
Correctness (live)50%
1007550250
avg 58%peak 92%min 40%

Products

Built from the elements up
to power agent development

Tellurio Studio

Tellurio Studio

The hosted platform for experiment tracking and agent optimization. Every optimization run is tracked, visualized, and reproducible.

Try for free
Afnio

Afnio

The open-source Python SDK for building and auto-optimizing AI agent workflows. Define your harness, call optimizer.step(), and let Afnio do the rest.

Explore Afnio
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Tellurio
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Afnio
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118 elements in the periodic table. We're just getting started.

Ship your first self-improving agent in minutes

Free to start. No credit card required. Deploy optimized agents in minutes.