Nicolay Gerold

The value of data is the value of what you can do with it. Therefore, the more you’re allowed to do — the more usage rights the seller grants you — the more you should be willing to pay! This is a pricing effect that’s completely independent of quality, quantity, dataset internals, or table stakes status.

Common usage rights include:

• Scope of use

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Higher performance and lower cost than any single LLM

We invented the first LLM router. By dynamically routing between multiple models, Martian can beat GPT-4 on performance, reduce costs by 20%-97%, and simplify the process of using AI

Continuous loop between brain - spinal cord - body determines what you sense, feel, perceive, do,… The nervous system governs and is influenced by all other bodily systems.

Language Models Represent Space and Time , Wes Gurnee and Max Tegmark argue that “modern LLMs acquire structured knowledge about fundamental dimensions such as space and time, supporting the view that they learn not merely superficial statistics, but literal world models”, based on some analyses of the alleged capacity of LLMs to understand... See more

“Writing shows up within a company in two primary ways: paper trails and curations.

Paper trails are documented accounts of what happened, typically produced in the run of work while it’s happening. Meeting notes are the most obvious example.

Curations are artifacts of work produced to contribute to the system of shared knowledge. These are typically... See more

Data-Juicer: A One-Stop Data Processing System for Large Language Models

Data-Juicer is a one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs. This project is being actively updated and maintained, and we will periodically enhance and add more features and data recipes. We welcome you to join us in... See more

In general, I see LLMs to be used in two broad categories: data processing, which is more of a worker use-cases, where the latency isn't the biggest issue but rather quality, and in user-interactions, where latency is a big factor. I think for the faster case a faster fallback is necessary. Or you escalate upwards, you first rely on a smaller more... See more

Self-Operating Computer Framework

A framework to enable multimodal models to operate a computer.

Using the same inputs and outputs of a human operator, the model views the screen and decides on a series of mouse and keyboard actions to reach an objective.

Key Features

• Compatibility : Designed for various multimodal models.


• Integration : Currently

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