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Your AI Product Needs Evals: How to construct domain-specific LLM eval systems

hamel.dev
1 points·by mloncode·2 lata temu·0 comments

The Many Ways to Deploy a Model

outerbounds.com
5 points·by mloncode·2 lata temu·0 comments

comments

mloncode
·2 lata temu·discuss
60. Radiant.AI 61. Weights & Biases (Weave) 62. Quotient AI (some observability there)
mloncode
·2 lata temu·discuss
Hi, Hamel here. I'm one of the co-authors. I'm an independent consultant and not all clients allow me to talk about their work.

However, I have two that do, which I've discussed in the article. These are two production use cases that I have supported (which again, are explicitly mentioned in the article):

1. https://www.honeycomb.io/blog/introducing-query-assistant

2. https://www.youtube.com/watch?v=B_DMMlDuJB0

Other co-authors have worked on significant bodies of work:

Bryan Bischoff lead the creation of Magic in Hex: https://www.latent.space/p/bryan-bischof

Jason Liu created the most popular OSS libraries for structured data called instructor https://github.com/jxnl/instructor, and works with some of the leading companies in the space like Limitless and Raycast (https://jxnl.co/services/#current-and-past-clients)

Eugene Yan works with LLMs extensively at Amazon and uses that to inform his writing: https://eugeneyan.com/writing/ (However he isn't allowed to share specifics about Amazon)

I believe you might find these worth looking at.
mloncode
·2 lata temu·discuss
This is Hamel, one of the authors of the article. We published the article with OReilly here:

Part 1: https://www.oreilly.com/radar/what-we-learned-from-a-year-of... Part 2: https://www.oreilly.com/radar/what-we-learned-from-a-year-of...

We were working on this webpage to collect the entire three part article in one place (the third part isn't published yet). We didn't expect anyone to notice the site! Either way, part 3 should be out in a week or so.
mloncode
·2 lata temu·discuss
Hello this is Hamel, one of the authors (among the list of other amazing authors). Happy to answer any questions as well as tag any of my colleagues to answer any questions!

(Note: this is only Part 1 of 3 of a series that has already been written and the other 2 parts will be released shortly)
mloncode
·2 lata temu·discuss
Good article
mloncode
·2 lata temu·discuss
Hi Jeremy, Hamel here. I submitted this blog post, and definitely did not submit it in this form. One of the defining features of this blog post was the F word.

I'm also curious about what happened