How AI & DevOps Are About to Change the Way We Create Products • Marko Klemetti • GOTO 2023
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- čas přidán 11. 06. 2024
- This presentation was recorded at GOTO Copenhagen 2023. #GOTOcon #GOTOcph
gotocph.com
Marko Klemetti - CTO of Eficode @mr-ako
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ABSTRACT
This talk is a combination of a hands-on demo and explaining how to approach modern AI-powered DevOps.
As AI-assisted development becomes mainstream, organisations will have to find new ways to ensure their service quality remains high. Without the proper DevOps culture and practices in place, organisations will not be able to get the full benefits of this unseen velocity.
This talk will explain how DevOps is building a safety net around modern software development, and how the right way of approaching Continuous Deployment and modern DevOps will help speed up the development when using AI-powered tooling. [...]
TIMECODES
00:00 Intro
01:53 GitHub's research
02:18 Demo
04:10 OpenAI pull request reviewer + Demo
05:18 Highly regulated embedded devices
07:15 AI-driven development
07:30 1. Agile practices
09:31 2. CI/CD
10:47 3. Continuous QA
11:59 4. Cloud native
15:15 5. Security tooling
17:11 6. Team topologies
25:45 Prompt engineering
28:42 Where AI can help
34:34 DevOps metrics
35:38 Outro
Read the full abstract here:
gotocph.com/2023/sessions/2929
RECOMMENDED BOOKS
Matthew Skelton & Manuel Pais • Team Topologies • amzn.to/3sVLyLQ
Forsgren, Humble & Kim • Accelerate: The Science of Lean Software and DevOps • amzn.to/3tCz1xO
John Arundel & Justin Domingus • Cloud Native DevOps with Kubernetes • amzn.to/3hKZvI5
Wynne, Hellesoy & Tooke • The Cucumber Book • amzn.to/3tEUINJ
Sol Rashidi • Your AI Survival Guide • amzn.to/3UFYnKC
David Foster • Generative Deep Learning • amzn.to/48ZgP4x
Phil Winder • Reinforcement Learning • amzn.to/3t1S1VZ
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I have a feeling that a lot of AI tech will converge onto an idea that we can't improve AI further without improving humans.
Semantics: at about 8:04, in reference to the use of Jira, the term Mr. Klemetti used is 'overlook' which effectively means to not see. I believe he means the term 'oversee' which is what management should be doing. English is tough, coding is easier.
I think this is an underestimate of what AI is going to do to software development over the next few years. AI won't be writing code; it will be writing binaries. Software developers won't be using the languages they use now. They'll be using some form of much higher level language that is a some sort of structured / formal specification language - functional languages perhaps being the closets we have at the moment. Software development is incredibly labour intensive; AI will be like change this completely - with as much affect as the mechanisation of farming
Yeah, but still I'm not able to land in jobs as I used to 2 years ago. Something is wrong with the industry
All industrial sectors are affected this way, we are experiencing one of the largest economic contractions in recorded history. AI is a proximate but not ultimate cause here.
Aside from the short, vague blip about AI supervised code review, I found nothing novel or insightful in this talk; a bunch of stuff that is already baked into the platforms we use and highly unimpressive applications of this tech.