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Vareon

Exactly what your model is given.

Your model answers as if it had been trained on this work, without being retrained.

Persistent intelligence. It runs Automatically, before an adapted model call.

The same model, now assessing grants the way your panel does.

A grant application arrives, and your model assesses it.

Step 1 of 4: An application

Every assessment comes back in your panel’s shape.

From the first application of the day to the last, your model is given what fits each one, and writes the way your panel would.

Step 1 of 4: 09:10

At 09:10 a small grant arrives, and the assessment comes back in your house format.

Ahead of fine-tuning in all six tests.

On three public datasets and two model families, Duplex beat the best adapter from a tuned fine-tuning sweep every time, and the base model stayed unchanged.

Step 1 of 5: 6 / 6

In all six tests, on three public datasets and two model families, Duplex beat a tuned fine-tuning adapter.

Only what fits the request goes with it.

Your model is given the application and the parts of your team’s work that fit it: your rules, approved wording and your format. What does not fit stays out.

Step 1 of 5: The request

The request goes first: a grant application to assess.

See it on your own work.

From your own assistant to every agent your company runs, a pilot puts Duplex on your own work, with the measures agreed before it begins.