P. Taylor Goetz 🇺🇦 @ptgoetz
Former PMC Chair, Apache Storm • Open Source Leader • Principal Engineer @sema4ai • Opinions are my own Joined October 2008-
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Software development with LLMs is a lot like raising kids. The majority of time being spent begging them to behave the way you want.
I realized today that building with LLMs is the first time devs have to spend money to play around with new tech. We take it too granted that you can just always put your company credit card in. This is why tools like @ollama and open-source models are essential for innovation
Observability will be an early AI frontier, at least on the dev side. Not many have gone there yet. Particularly wrt augmentation. I’d suggest anyone in the industry follow @mipsytipsy now. She a pioneer of the art.
Benchmarking LLM hallucination detection is an interesting problem space. A chain-of-thought/introspective/dog food approach seemingly leads at the moment.
Depends on use case. Especially if the response results in an Action, whether virtual or IRL. E.g. Producing a product recommendation on a website is vastly different from taking real-world kinetic action that could impact human safety.
Depends on use case. Especially if the response results in an Action, whether virtual or IRL. E.g. Producing a product recommendation on a website is vastly different from taking real-world kinetic action that could impact human safety.
Interesting article on LLM hallucination detection by Amazon. Hallucination Detection will be critical in the move from merely generating content to making decisions and taking action. amazon.science/blog/new-tool-…
Much like there’s currently a niche role for architects/engineers specializing in reducing cloud spend, I think the same will be true for LLM prompt engineering. There are many potential paths from problem to solution. Some more expensive than others. Optimize for least cost.
Refactoring does not mean you just push the spaghetti around!
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@ptgoetz Hi Taylor, Good to hear from you! It's been a long time Thanks for the compliment 😊
Most annotations exist to take away boilerplate. The fact some sre poorly documented has nothing to do with annotations itself, but, you said it, poor documentation. Just like the rest of library code. Agree somewhat om ORM, which is *not* about boilerplate.
Two hills I’m willing to die on: Annotations (decorators, etc.) and ORMs are Schedule I anti-patterns. The quick high of seeming productivity evaporates soon after your system grows beyond a “pet store”/CRUD app and leads to despair.
@ptgoetz @lukaseder Oh man... it feels good not to be alone on this. :) I mean I made this same experience again and again, since the early JEE days in the 90s. Yet nobody seems to notice. Even experienced people don't seem to notice, or maybe just don't care, I don't know which.
@ptgoetz @TheRickWilson They already did and he was the president!
@jackcs99 @profserious @IanSommerville Many of the worlds air traffic control systems were in Ada. Rail systems in Athens, Budapest, Cairo, Calcutta, Caracas, Hong Kong, London, Madrid, Mexico City, Paris, Prague, San Juan. The Chunnel. A multitude of space systems. Power grids around the world. Shall I go on?
@ptgoetz Time is an illusion. That’s what I tell my deadlines.
Apache Log4j 2.16.0 is now available. Thanks to the Apache Logging Services Project Management Committee (PMC) for working around the clock to get the release out so quickly! lists.apache.org/thread/d6v4r6n… #Apache #OpenSource #innovation #community #log4j #security
Isolate. If you can, move impacted systems to a 'vulnerable VLAN'. If you can't do that, *carefully* review firewall rules between impacted hosts and the rest of your fleet. Another option is deploying a proxy firewall with deep packet inspection. 4
Come for the KI tablets, stay for the vax.
Lovely surprise that so many people reached out to wish us well for wedding anniversary! You all really made this feel like a giant party 😄🎉🤗
Out to eat 1st time since Feb 2020 before COVID lockdown, celebrating wedding anniversary @ted_dunning
Great addition to Kafka. Shoutout to @d3fmacro @0xeed, @UberEng, @junrao and others who contributed.
First tiered-storage for @apachekafka PR was merged (github.com/apache/kafka/c…) Exciting to see Kafka evolving into an efficient multi-tier architecture! Especially thanks to @d3fmacro who got this effort going. Lets review the advantages:
@ptgoetz @ted_dunning What a lovely surprise to hear from you, and thank you for these comments. Really came at a moment that means a lot to me in the midst of work stresses etc. We are lucky to be well, still fairly strictly locked down, working from home, wearing masks etc. 1/
@ptgoetz @ted_dunning We look forward to a day - maybe late 2021? - when we will once again meet in person, here or in PA or someplace beyond. Best wishes to you! E 2/2