Raw pixels have just outperformed vision encoders across every benchmark. Most multimodal AI systems today rely on stitching together separate components. One encoder processes images, while another generates them. This division causes misalignment and prevents true end-to-end training. A new paper, titled Tuna-2, introduces a breakthrough approach.
MULTIMODAL AI
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Context Awareness Unlocks Smarter Research
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The bigger unlock is context awareness. You can bring:
→ Multiple tabs
→ Documents
→ Images Into one query. That means the system understands your entire research flow, not isolated searches. This is what Chrome’s AI Mode is aiming for, and it changes how we learn and -
3D Deep Learning with Python — PyTorch3D for Computer Vision
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3D Deep Learning with Python — Design and develop Computer Vision models with 3D data using PyTorch3D: http://
amzn.to/491yDwh v/ @PacktDataML ————
#AI #MachineLearning #ML #DataScience #DataScientist #PyTorch -
New book: RAG-Driven Generative AI (2nd ed.)
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New Release (2nd edition) from @PacktDataML available at http://
amzn.to/4tULP1b RAG-Driven Generative AI — Build MAS-RAG with DualRAG, GraphRAG, multimodal video pipelines, and Oracle Database 23ai 𝗞𝗲𝘆 𝗙𝗲𝗮𝘁𝘂𝗿𝗲𝘀:
Master DualRAG by combining vector search with SQL -
Text-Conditional JEPA for Learning Semantically Rich Visual Representations
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Text-Conditional JEPA for Learning Semantically Rich Visual Representations Paper: https://
arxiv.org/abs/2605.03245 -
Apple Researchers Introduce TC-JEPA for Vision-Language Learning
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Looks like Apple is very interested in JEPA! What if your AI could “read” an image’s caption to solve visual puzzles? Apple researchers present TC-JEPA: a new self-supervised method that uses image captions to guide masked patch predictions. By conditioning on text, the model
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Challenges in Sanitizing Image Pixels During AI Inference
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You cannot sanitize image pixels at inference time. That sentence alone should slow down every team shipping vision-capable agents against untrusted content.
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ElevenLabs Launches Studio Agent for AI-Assisted Video Editing
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ElevenLabs just gave video creators an AI co-editor — and it works directly on your timeline. Studio Agent is now live in ElevenCreative. Describe your idea, and it builds your first draft — it asks about length, tone, and structure, then lays it all out automatically. What
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Apple introduces TIDE: Every Layer Knows the Token Beneath the Context
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Apple presents TIDE Every Layer Knows the Token Beneath the Context paper: https://
huggingface.co/papers/2605.06
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Google reclaims lead in FrontierMath Tier 4
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LEADER in FRONTIER MATH T4! New record in one of the most challenging math benchmarks -FrontierMath Tier 4- where Google has just reclaimed the lead with a 47.9% !!, stealing the position from GPT 5.5 Pro It does it with its new math agent