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Pareto.AI
266 posts

Pareto.AI
@hellopareto
The verification layer for reinforcement learning on real-world expertise. Turning expert judgment into durable reward signals.
San Francisco, CA Katılım Ekim 2019
1.8K Takip Edilen2.8K Takipçiler

Frontier models are trained to answer.
But in high-stakes domains, the safer behavior is often to pause, express uncertainty, and ask for more context instead of acting like a doctor who never asks.
Great work from @phoebeyao, Marilyn Zhang, and the team on a model capability that is still barely measured today.
Phoebe Yao@phoebeyao
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Our CEO @phoebeyao on the limits of prompt-based AI safety.
“The future of AI isn't about replacing human expertise. It's about building better systems to capture expert insight at the edge of what's known and scale it into training data that actually moves model capabilities forward.”
Read how AI safety scales, based on real-world deployment with the UK AI Safety Institute.
Phoebe Yao@phoebeyao
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Pareto.AI retweetledi

An AI lab tried to cut costs by switching to a low-cost data vendor—only to face cascading quality failures.
After months of setbacks, they came back to Pareto.
Why? Because the best labs don’t gamble with data quality.
Read more: pareto.ai/blog/pitfalls-…
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In our newest blog, we discuss how data labeling practices today have a profound influence on the ethical standards guiding future AGI systems... and humanity at large. Read more: pareto.ai/blog/data-anno…
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AI's future relies on the inputs of academics at the frontiers of their fields, offering lucrative opportunities for PhDs and researchers. It’s about time that academics receive the recognition and compensation they truly deserve. Read more: pareto.ai/blog/data-anno…
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Meet Gilbert Kamau—a data scientist who transitioned from actuarial science to AI. Gilbert shares his thoughts on the future of AI, his journey so far at Pareto, and the balance between work and passion. Read more here: pareto.ai/blog/behind-th…
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As AI evolves, human labor will shift from generalized roles to specialized tasks that leverage individual strengths. Our blog explores the concept of "atomized tasks" and offers practical steps for preparing for this change—read more: pareto.ai/blog/atomized-…
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Does being polite in LLM prompts really lead to better output?
VILA Lab's new research introduces 26 principles to optimize prompts by up to 50%. They tested on models like LLaMA-1/2, GPT-3.5, and GPT-4 to boost outcomes.
Read here: #compute-constraints" target="_blank" rel="nofollow noopener">pareto.ai/blog/26-prompt…
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Can AI keep growing in a world running out of (high-quality) data? we discuss key constraints in AI scaling and do a deep dive into the implications of data scarcity for AI advancement. Read: pareto.ai/blog/data-scar…

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In our latest blog, we cover Apple’s DCLM-7B model, its potential impact on the open-source AI landscape, and Apple’s plans on integrating AI in consumer tech. Read more:
pareto.ai/blog/apple-dcl…
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@omarshams @morgantepell Happy to chat 🙂 You can send our founder an email at phoebe@pareto.ai for any enquiries.
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Thrilled to announce our collaborative AI safety research with UCL, ML Alignment & Theory Scholars, and Anthropic won Best Paper at ICML! Honored to have played a role in this groundbreaking work.
Congrats to all involved! 🎉 #ICML2024 #BestPaperAward #AIResearch
akbir.@akbirkhan
excited to announce this received an “ICML Best Paper Award”! come see our talk at 10:30 tomorrow
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Happy Independence Day to our clients, colleagues, experts, and partners in the USA.
Let's continue pushing boundaries and creating opportunities in the world of AI.
#ParetoAI #IndependenceDay #AIInnovation #DataLabeling

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Thank you for the kind words, Curtis! Hearing positive feedback from esteemed researchers and scientists at the top of their field inspires us to keep pushing boundaries.
#RLHF #EthicalAI #DataLabeling #ParetoAI

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@stephsmithio @Data_Annotation @PaymanAI Appreciate the shout out! 💜 Would love to connect (and maybe do an episode together for your podcast?)
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Google has long had "quality raters" help steer results, despite much of the engine being algorithmic.
Interesting to see a similar ecosystem built for AI models.
Run into several companies recently, like @hellopareto, @Data_Annotation, or @PaymanAI.
Who else is doing this?
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What goes into making cutting-edge AI training infrastructure? Our engineers share an overview of our unique system design along with innovative solutions to ensure unparalleled data quality in our latest blog. Read more here: pareto.ai/blog/standardi… #DataLabeling #AITraining
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Pareto.AI retweetledi

Thrilled to be featured on Pareto's website alongside such stellar minds! 🌟 It's like being part of a supergroup. Thank you, @hellopareto 's homepage! 🤩

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