Nicolay Gerold

Use nested objects for future extensibility

A follow on from the previous tip: try to logically group fields together. The following:

customer.address = {

line1: "Main Street 123",

city: "San Francisco",

postal_code: "12345"

};

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is much cleaner than:

customer.address_line1 = "Main street 123";

customer.address_city... See more

Learning: what aspect of my nervous system (emotion, perception, sensations) am I trying and are available to change? How to structure the change?

In a given construction project, there are often many stakeholders involved, especially in large projects:

Owners: They initiate construction projects, working with architects and engineers to design the project. They also hire a general contractor to operationally build the project.

General Contractors: They work for owners and are responsible for... See more

RedPajama-V2 is an open dataset for training large language models. The dataset includes over 100B text

documents coming from 84 CommonCrawl snapshots and processed using

the CCNet pipeline. Out of these, there are 30B documents in the corpus

that additionally come with quality signals. In addition, we also provide the ids of duplicated documents... See more

Conversational AI Apps.

Built in React.

AI.JSX is a framework for building AI applications using Javascript and JSX. You get great support for prompt engineering, Document Question + Answering, and using external Tools (APIs). You can provide a set of React components to the LLM and have your UI constructed dynamically at runtime (AKA GenUI). Bring... See more

GenAI has a user retention problem. And low user retention means GenAI products are not yet providing enough value to their core users to reduce churn or to gain much time in product when looking at DAUs and MAUs compared to other apps.

This is where and why there will be consolidation in the GenAI space. I expect tons of tools to merge in a few... See more

Overview

MaxText is a high performance , highly scalable , open-source LLM written in pure Python/Jax and targeting Google Cloud TPUs and GPUs for training and inference . MaxText achieves high MFUs and scales from single host to very large clusters while staying simple and "optimization-free" thanks to the power of Jax and the XLA compiler.

MaxText... See more

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

Insulin’s shuttles glucose to the different parts of the body to be used as fuel. Your blood sugar needs to be kept in a certain range. If glucose levels get to high, the glucose can damage and destroy neurons.