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Automated Reasoning checks rewriting chatbot reference implementation

Today, we are publishing a new open source sample chatbot that shows how to use feedback from Automated Reasoning checks to iterate on the generated content, ask clarifying questions, and prove the correctness of an answer. The chatbot implementation also produces an audit log that includes mathematically verifiable explanations for the answer validity and a …

AI decision aids aren’t neutral: Why some users become easier to mislead

Guidance based on artificial intelligence (AI) may be uniquely placed to foster biases in humans, leading to less effective decision making, say researchers, who found that people with a positive view of AI may be at higher risk of being misled by AI tools. The study, titled “Examining Human Reliance on Artificial Intelligence in Decision …

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Simple, Effective and Fast Z-Image Headswap for characters V1

People like my img2img workflow so it wasn’t much work to adapt it to just be a headswap workflow for different uses and applications compared to full character transfer. Its very simple and very easy to use. Only 3 variables need changing for different effects. – Denoise up or down – CFG higher creates more …

Deni Avdija in Space Jam with LTX-2 I2V + iCloRA. Flow included

made a short video with LTX-2 using an iCloRA Flow to recreate a Space Jam scene, but swap Michael Jordan with Deni Avdija. Flow (GitHub): https://github.com/Lightricks/ComfyUI-LTXVideo/blob/master/example_workflows/LTX-2_ICLoRA_All_Distilled.json My process: I generated an image of each shot that matches the original as closely as possible just replacing MJ with Deni. I loaded the original video in the …

How PARTs Assemble into Wholes: Learning the Relative Composition of Images

The composition of objects and their parts, along with object-object positional relationships, provides a rich source of information for representation learning. Hence, spatial-aware pretext tasks have been actively explored in self-supervised learning. Existing works commonly start from a grid structure, where the goal of the pretext task involves predicting the absolute position index of patches …