The Frontier Swords kiosk

Vendor: Frontier swords! The same blade everyone else carries.

Adventurer: I'll take one.

Acquired Frontier Sword!

Adventurer: Hmm. It's a bit dull. How do I sharpen it for my own task?

Faie: It's dangerous to go alone! Take this.

Prompt

Adventurer: You again! Who are you?

Faie: I'm a Frontier AI Engineer, but you can call me Faie.

Adventurer: I have a task in mind, but where do I even start?

Faie: Write it on this Quest Scroll. Your prompt is all the Oumi agent needs.

Faie: It builds the data, recipes and model weights, and you own every one.

Evaluate

Adventurer: How good is the Frontier Sword at my task?

Faie: Let's measure. This Judge's Tome holds LLM-as-a-Judge evaluators and tests.

Faie: Score the Frontier Sword with uncertainty estimates. That's the baseline to beat.

Synthesize

Adventurer: I don't have much data. Where do I get it?

Faie: Oumi synthesizes it, refining raw materials into a powerful Mithril Ingot.

Faie: Describe it in plain language. Every run comes with a reproducible recipe.

Train

Adventurer: Which model do I pick, and how do I set all the knobs?

Faie: The agent picks model family, size, hyperparameters and algorithm.

Faie: Fine-tune any open-weight LLM, and watch loss and gradient norm as it trains.

Faie: Hold still. I'll temper the mithril into your blade.

Deploy

Faie: Open the Judge's Tome again. Your new tempered blade beats the Frontier Sword at the task.

Adventurer: It works! How do I get it in front of real users?

Faie: One click deploys it to GPUs that scale to zero when idle.

Faie: Your OpenAI-compatible endpoint is live in minutes. Go, try it in the field!

Compound

Adventurer: Users found cases it gets wrong. Now what?

Faie: Production failures are grouped into failure modes you can understand.

Faie: Oumi synthesizes data to fix them and retrains. Your blade keeps getting sharper.