NEW SQRL Digs Before It Queries

Intelligence shaped by you

Train custom models on your data. Keep learning in production. Run faster and cheaper inference. Own the weights.

f(x) = argminθ L(θ; your data)

A letter from the founder

FEYN LABS · MEMO
SAN FRANCISCO · 2026

Inherently intelligent

Software encoded what we knew. Patterns we saw became logic. Workflows we designed became functions written with care. Each line of code reflected an experience we learned from.

Now that is changing. Intentional code is giving way to prompts we hope a borrowed model follows. It learns nothing from us. It improves at its own pace, on priorities set by someone else. When it slips, we fix it by pleading with it to use what we already know.

Your data, your expertise, and your knowledge are far too valuable to be mere hints. They should shape the model you run and help it grow sharper over time. You deserve a system that learns from you and moves at your pace.

Software should be inherently intelligent. That starts with owning your models.

Shreyash Nigam
FOUNDER & CEO · FEYN LABS

Building an expert

From your data
to a specialist

Four steps from the harness you run today to a specialist that keeps improving in production.

01

Discover

Our team reviews your current system and defines metrics that describe quality. Nothing changes until we agree on what better means.

02

Refine

We sharpen your existing stack with better context and plumbing fixes. You get a performance lift in days, and cleaner samples for training

03

Specialize

With your data, we develop a model fit to the task. Our training focuses on the happy path your product runs most of the time, and rare cases too costly to get wrong.

04

Compound

The model keeps learning in production. New cases feed back into a training loop, so the specialist improves on its own as your product changes.

Let's build your expert

Turn your data into intelligence you own