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Salesforce AI Introduces FOFPred: A Language-Driven Future Optical Flow Prediction Framework that Enables Improved Robot Control and Video Generation

Salesforce AI research team present FOFPred, a language driven future optical flow prediction framework that connects large vision language models with diffusion transformers for dense motion forecasting in control and video generation settings. FOFPred takes one or more images and a natural language instruction such as ‘moving the bottle from right to left’ and predicts…

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NVIDIA Releases DreamDojo: An Open-Source Robot World Model Trained on 44,711 Hours of Real-World Human Video Data

Building simulators for robots has been a long term challenge. Traditional engines require manual coding of physics and perfect 3D models. NVIDIA is changing this with DreamDojo, a fully open-source, generalizable robot world model. Instead of using a physics engine, DreamDojo ‘dreams’ the results of robot actions directly in pixels. https://arxiv.org/pdf/2602.06949 Scaling Robotics with 44k+…

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How to Automate Data Validation & Best Tools for Research Integrity Monitoring

As artificial intelligence (AI) and Internet of Things (IoT) accelerate the pace of discovery, research teams are grappling with an unprecedented surge in data volume, velocity and complexity. What once could be validated through manual checks now spans millions of records, diverse sources and automated pipelines.  ” The risk is that systemic issues can propagate…

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[Tutorial] Building a Visual Document Retrieval Pipeline with ColPali and Late Interaction Scoring

import subprocess, sys, os, json, hashlib def pip(cmd): subprocess.check_call([sys.executable, "-m", "pip"] + cmd) pip(["uninstall", "-y", "pillow", "PIL", "torchaudio", "colpali-engine"]) pip(["install", "-q", "--upgrade", "pip"]) pip(["install", "-q", "pillow<12", "torchaudio==2.8.0"]) pip(["install", "-q", "colpali-engine", "pypdfium2", "matplotlib", "tqdm", "requests"]) Source link

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Generalist AI Introduces GEN-θ: A New Class of Embodied Foundation Models Built for Multimodal Training Directly on High-Fidelity Raw Physical Interaction

How do you build a single model that can learn physical skills from chaotic real world robot data without relying on simulation? Generalist AI has unveiled GEN-θ, a family of embodied foundation models trained directly on high fidelity raw physical interaction data instead of internet video or simulation. The system is built to establish scaling…

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Claude AI Used in Venezuela Raid: The Human Oversight Gap

Headlines On February 13, the Wall Street Journal reported something that hadn't been public before: the Pentagon used Anthropic's Claude AI during the January raid that captured Venezuelan Leader Nicolás Maduro. It said Claude's deployment came through Anthropic's partnership with Palantir Technologies, whose platforms are widely used by the Defense Department. Reuters attempted to independently…

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