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At Martian, we are fortunate to work with many of the world's most advanced users of AI. We see the problems they face on the leading edge of AI and collaborate closely with them to overcome these challenges. In this first of a three-part series, we share a view into the future of prompt engineering we refer to as Automated Prompt Optimization (APO). In this article we summarize the challenges faced by leading AI companies including Mercor, G2, Copy.ai, Autobound, 6sense, Zelta AI, EDITED, Supernormal, and others. We identify key issues like model variability, drift, and “secret prompt handshakes”. We reveal innovative techniques used to address these challenges, including LLM observers, prompt co-pilots, and human-in-the-loop feedback systems to refine prompts. We invite the broader AI community to collaborate with us on research in this area. If you are interested in participating, please reach out to us! https://lnkd.in/eyvfEe2X #AI #ArtificialIntelligence #PromptEngineering #APO #MachineLearning #AIResearch #Collaboration #Innovation #ModelVariability #ModelDrift #LLM #FutureOfAI #AICommunity #HumanInTheLoop #AIChallenges #AIsolutions

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Shriyash U.

Founder @ Martian (withmartian.com)

1mo

Cool to see how some of my favorite companies use AI! Provides a glimpse into how industry is thinking about the problems around prompts, which should be helpful both to people building applications and to those coming up with research ideas.

Chris Mann

AI Product Marketing @Martian | LLM Routing: the best model for every prompt

1mo

Big thanks to all of the fantastic AI leaders who collaborated with us on this project Mercor, G2, Copy.ai, Autobound, 6sense, Zelta AI, EDITED and Supernormal. Looking forward to phase 2 and phase 3 of this research!

Fantastic insights to the future edge of prompt engineering at an exciting group of companies!

Love the insights included from Tim Silber of our G2 Labs team. They’re the team behind Monty, our AI software buying assistant who has expanded his skillset over the past year to further help connnect software buyers and sellers. 👏🤖 Thanks for including us, Martian!!

Thanks for the feature! Looking forward to parts 2 and 3 of this research. 👏

Daniel Wiener

CEO of Autobound (ChatGPT for Sales)

1mo

Proud to share Autobound's journey in enhancing email personalization through AI! Great read for anyone interested in the future of AI and prompt optimization.

Warren Quach

Product @ LinkedIn | Pages & Elevate

1mo

Great read, Chris! The part about ‘secret prompt handshakes’ really stood out to me. It’s like finding hidden gems that change everything about AI outputs. Any other examples of these?

Daniel Karlsson, PhD

Project Leader I Public Speaker I AI Advisor I Co-founder I Distributing the future evenly.

1mo

Awesome work 🤩 We definitely need additional layers to make the LLM usage more effective – inspiring to see that such technology is on its way. Looking forward to the next parts of this series and the innovative solutions ahead. Kudos to the Martian team 🚀

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