great tips for using our new lora trainer
GENERATIVE AI
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Replit Agent Tech Talk: Bay Area Engineers Learning Session
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Calling all Bay Area engineers! We're hosting a tech talk to share what we've learned while building Replit Agent RSVP now:
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Why Generative Models Work: Linearity and Kolmogorov Equations
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Why does GM work? The trick is to make everything linear: Train generators, which are linear operators, to fulfill the Kolmogorov equation, a linear equation. Then, marginalizing across data points is simple leading to training methods that work on large datasets.
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FrameJump: Novel Jump Models for Protein Generation
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Their experiments show:
— MIT CSAIL (@MIT_CSAIL) 8 novembre 2024
1. Jump models are an unexplored model class w/promising results.
2. Combining models via Markov superpositions improves generation results. Check out FrameJump, a novel protein generation method — they can make amino acids jump to a protein! pic.twitter.com/vUNm2XxHs6Their experiments show:
1. Jump models are an unexplored model class w/promising results.
2. Combining models via Markov superpositions improves generation results. Check out FrameJump, a novel protein generation method — they can make amino acids jump to a protein! -

Markov Processes Parameterization Unifies Multimodal GenAI Models
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Many GenAI models are based on Markov processes. By parameterizing them w/"generators," they can:
1. Unify & universally characterize Markov models
2. Train them at scale
3. Combine them to build multimodal models or superpositions
4. Train new models, e.g. jump models -

Unified Theory of Generative AI: Generator Matching Framework
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Can we design a generative AI algorithm that works for any data type? Together with a team at FAIR, CSAIL researchers propose a "unified theory of GenAI" called "Generator Matching" (GM). GM brings together a range of GenAI models, allowing researchers to build models for any
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OpenAI Wins Copyright Lawsuit Dismissal Against Raw Story
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OpenAI's wins big as Raw Story's copyright lawsuit dismissed. The dismissal of Raw Story’s lawsuit is more than a win for OpenAI—it’s an indicator of how courts may handle similar copyright claims in the rapidly evolving landscape of generative AI.
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Team of Researchers Reviews Feedback to Improve Developer Models
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We have an amazing team of researchers and folks like myself who pour over these responses to make our next models even better for devs – trust me, we read all of it!
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New Feedback Buttons Added to Anthropic Console for Claude Responses
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Small friday feedback feature drop: We've added new feedback buttons in the Anthropic Console. Now when you're experimenting with prompts, you can provide direct feedback to us on Claude's responses right in the workbench.
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SG-I2V: Self-Guided Trajectory Control in Image-to-Video
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SG-I2V
— AK (@_akhaliq) 8 novembre 2024
Self-Guided Trajectory Control in Image-to-Video Generation pic.twitter.com/fCnHHUsRWrSG-I2V Self-Guided Trajectory Control in Image-to-Video Generation
