How do mixture-of-experts layers affect transformer models?

[Ed. note: This article comes from a Tweet first posted here. We’ve partnered with Cameron Wolfe to give his insights a wider audience, as we think they provide insight into various topics around GenAI.] Mixture of experts (MoE) has arisen as a new technique to improve LLM performance.

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780+ developers told us how they're using data. Here's what they said.

For conducting this survey, we partnered with our friends at Bytes Newsletter for promotion. We wanted to capture a large segment of developers/engineers that are unfamiliar with our Directus offering, to ensure that the data is as unbiased as possible.

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DevTools Tips & Tricks

Front-end developers spend a significant amount of time working inside the browser’s DevTools. Likely just as much as they spend time writing code in the code editor. However, most developers barely scratch the surface of what DevTools can accomplish.

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“What is your current salary?” is a red flag that you don’t want to work here

You are on the initial phone screen call with someone from human resources. Since thirty minutes you are trying to explain succinctly what your life has been about in the last decade to a complete stranger. Maybe you have been teased with tricky questions on how git works internally, and you have done your best to answer correctly. You are starting to feel exhausted, but fortunately the call seems to come to an end.

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Building a Remix app locally with Docker

Fly.io makes it easy to deploy containerized apps in seconds. The more comfortable you are with Docker, the smoother and more reliable your deployments can be. Let’s learn how to leverage Docker when developing your app locally!

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InfoQ Software Architecture and Design Trends Report - April 2024

Key Takeaways Organizations are adopting cell-based architectures that contain and isolate a set of related services. The benefits include reduced latency, increased reliability, and cost savings.

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Understanding Interaction to Next Paint (INP)

As of March 12th 2023, Interaction to Next Paint (INP) replaces First Input Delay (FID) as a Core Web Vital metric. FID and INP are measuring the same situation in the browser: how clunky does it feel when a user interacts with an element on the page? The good news for the web—and its users—is that INP provides a much better representation of real-world performance by taking every part of the interaction and rendered response into account.

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