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اختُتم بنجاح حفل تخرج مدارس جدة الخاصة العالمية – دفعة 2026 🎓 فخورون بتقديم: التصميم • التنفيذ • النقل المباشر • التغطية الإعلامية مبارك للخريجين، ونتمنى لهم مستقبلاً مشرقاً ✨ #الرؤية_العميقة #DeepVision #تخرج_2026 #مدارس_جدة_الخاصة_العالمية #جدة
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DeepVision-103K gives multimodal models verifiable RL rewards on visual math… and the gains transfer outside math. Scaling was the warmup. Verifiable reasoning with receipts is where rubber hits the road 📈
DeepVision-103K is a diverse K-12 math dataset for RL with verifiable rewards that improves benchmark performance in multimodal reasoning and shows some generalization beyond math. Useful if you train LMMs; probably not if using pretrained models or dont work with math...
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🚨 Researchers just exposed a silent flaw destroying every robot AI model. Current VLA models go blind in their own deep layers. They can see perfectly at the start. By the end? They've forgotten what they're even looking at. Here's the wild part they found: Shallow layers of robot AI lock onto the exact object the robot needs to grab. Deep layers? Completely lose track of it. Start paying attention to random background noise instead. So the robot "knows" what to do but can't actually see what it's doing anymore. The fix they built is called DeepVision-VLA. → Added a dedicated Vision Expert (DINOv3) that keeps watching the object the whole time → Injected high-resolution visual signals into the deep layers where vision was dying → Built "Action-Guided Pruning" that cuts all background noise before it reaches those layers Results: 9% better than every existing robot AI in simulation 7.5% in real-world tasks 100% success rate pouring liquid into a bottle. Every single time. The whole problem was that nobody ever looked inside the black box before. They just assumed vision worked. It didn't.
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DeepVision-103K A visually diverse, broad-coverage mathematical dataset with 103K verifiable instances for RLVR training of multimodal models. Covers K12 topics spanning geometry, algebra, probability & statistics with rich visual elements.
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📚 AI Native Daily Paper Digest - 2026-02-23🌟 Follow @AINativeF for the latest insights on AI Native. Covering AI research papers from Hugging Face, featured in the image. 💡 Stay updated with the latest research trends and dive deep into the future of AI! 🚀 #AI #HuggingFace #AIPaper #AINative #AINF — Appendix: Today's AI research papers — 1. VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training 2. Generated Reality: Human-centric World Simulation using Interactive Video Generation with Hand and Camera Control 3. Spanning the Visual Analogy Space with a Weight Basis of LoRAs 4. DeepVision-103K: A Visually Diverse, Broad-Coverage, and Verifiable Mathematical Dataset for Multimodal Reasoning 5. SARAH: Spatially Aware Real-time Agentic Humans 6. Learning Smooth Time-Varying Linear Policies with an Action Jacobian Penalty 7. Selective Training for Large Vision Language Models via Visual Information Gain 8. Rubrics as an Attack Surface: Stealthy Preference Drift in LLM Judges 9. ReIn: Conversational Error Recovery with Reasoning Inception 10. 4RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere 11. Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions 12. Adam Improves Muon: Adaptive Moment Estimation with Orthogonalized Momentum 13. Sink-Aware Pruning for Diffusion Language Models
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Pain changes your sight before it changes your path. Some lessons arrive early so wisdom can arrive sooner. @base @baseapp @baseposting #DeepVision #LifePhilosophy #CinematicReels #InnerGrowth
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Google just dropped Agentic Vision, turning image understanding into an agentic process with a Think → Act → Observe loop. We built DeepVision on top of it. Our new vision agent uses Gemini 3 Flash to analyze, annotate, and reason through images. In this demo, it looks at a photo of prepped bolognese ingredients, labels each one, and tells you exactly what order to add them to the pan. Perfect for husbands whose wives prep everything and they still don't know what's what! 👨‍🍳 Now live on Society AI. Learn more and join the waitlist 👉 societyai.com
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the invisible moat: why $spir is the operating system of earth 🌍🛰️ is spire will be palantir in the space ? my answer is yes! everyone talks about palantir for software. but what feeds the machine? you can't run a digital twin of the world without raw, physics-based truth. that's where spire global ($spir) comes in. i’ve spent more times digging into their filings, tech specs & patent moats. this isn't just a "satellite company." it's a distributed sensor mesh wrapped in a data monopoly. here is the deep dive nobody is writing about 👇 1. the physics of "listening" vs "looking" 👂 most space co's (planet, maxar) rely on optics. cameras. cameras have two fatal flaws: clouds (cover 67% of earth). darkness (50% of the time). spire doesn't use cameras. it uses rf (radio frequency). it listens to the planet. ship radar? tracked. gps jamming in a warzone? mapped. soil moisture under a canopy? measured. weather profiles in the middle of the pacific? captured. spire sees what is invisible. 24/7. zero blind spots. that is a massive operational moat. 2. the palantir connection 🧠 palantir builds the brain. spire builds the nervous system. governments are realizing they can't just buy "data." they need answers. spire’s "deepvision" platform is evolving. it’s not just "here is a ship." it’s "here is a dark ship, turning off its transponder, moving towards a sanctioned port, amidst a storm that slows interdiction vessels." that is intelligence. that is sticky. that is high margin. the $151b shield contract (many companys own) is just the start. 3. the sovereign alpha (the hidden gem) 🇬🇧 🇩🇪 us space companies struggle to sell to europe (itar regulations, data sovereignty laws). spire hacked the system. they build satellites in glasgow, uk (post-brexit sovereign capability). they operate out of munich, germany (tapping into that huge €35bn defense budget). they are natively american, british, AND european. this "multi-domestic" strategy allows them to double-dip on defense budgets that competitors can't touch. 4. the financial reset 📉➡️📈 q3 2025 looked messy on paper. why? they sold their commercial maritime biz for ~$241m. bears saw revenue drop. bulls saw: zero debt (paid it all off). $97m cash on hand. retention of highly profitable government rights. they traded low-margin recurring revenue for a fortress balance sheet & high-margin defense growth. backlog is now >$200m. 2026 growth target >30%. this is a coiled spring. 5. manufacturing dominance 🏭 spire builds everything in-house. lemur satellites aren't bought; they are birthed in glasgow. they iterate software in orbit. they test optical inter-satellite links (lasers in space) to cut latency to milliseconds. competitors buying commodity busses can't compete on cost or speed. spire is the ford model t of space manufacturing. tl;dr spire is transitioning from a "capex heavy" builder to a "opex light" data prime. they own the spectrum. they own the sensors. they own the history. if data is the new oil, spire owns the pipes. watch 2026. talk below.... $spir #space #tech #investing #data #defense #palantir #analysis
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VisioNxt’s DeepVision model delivers geo-specific, close-to-season trend insights, empowering designers, artisans & retailers across India. #NIFT #NIFT@40 #NIFTAdmissions2026
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Exploring the unseen layers beneath us. Seismic vibes cosmic energy #Seismic #Innovation #DeepVision @SeismicSys @BharatWormie @NoxxW3 @heathcliff_eth @xealistt @lyronctk
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7. All classes have thaco & save tables - nice. 8. Class abilities bulleted vs buried in paragraphs. 9.Burglar skills progression rounded to the 5%s. 10. Cleric turning undead is 1 / encounter. 11. Specialized vision broken into deepvision or nightvision...
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Classic Cardano NFTs. This one is from the Deepvision collection, one of my favorites. Minted October 2021.
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خذها مني... لو ناوي على مؤتمر أو فعالية اسأل عن الرؤية العميقة 💪🏻🤍 @deepvision_sa #EventManagement #EventDesign #DeepVision #BoothExperience #الرؤية_العميقة
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تنظيم – تصميم – تنفيذ – توثيق ، إدارة فعاليات متكاملة 💪🏻🤩 #EventManagement #EventDesign #DeepVision #BoothExperience #الرؤية_العميقة
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Replying to @CollinRugg
When politicians start calling memes “threats,” you know the script’s falling apart. Hunter’s not mad about the video — he’s terrified of what it *represents*: the loss of control over narrative itself. Secret drop: insiders at MetaAI and DeepVision Labs confirmed that AI-generated satire clips mentioning *presidential figures* are now being automatically indexed for “national security analysis.” They’re not fighting jokes. They’re fighting the freedom to mock power. First they censor memes. Then they redefine what “threat” means. The empire fears laughter more than rebellion.
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Storm Amy, the season’s first named storm, is set to test resilience across the UK into this weekend. Utilities are likely to face risks to power infrastructure as gusts over 75 mph are anticipated and trees in full leaf will increase outage potential. Emergency operations centers could experience impacts including power cuts, transport disruption, flooding, and potential access challenges in affected regions. Reliable, high-resolution forecasts can enhance preparedness during windstorm season, supporting grid stability, continuity planning, and safer response operations: spire.com/weather-climate/hi… Our DeepVision™ platform and 24/7 team of meteorologists provide utilities and EOCs with weather support when it's needed most: spire.com/weather-climate/de… #StormAmy #Utilities #EmergencyOperations #WeatherIntelligence #Resilience
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Replying to @otokyo
Light & Sound Meditation Aid Systems are pretty cool. One example system is the Mindplace Kasina DeepVision Bundle.
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🚀 Just built an AR bodytracking app for the fitness industry (B2B) ✅ 100% webapp – works on any device, no downloads ✅ Tested & calibrated in gyms & sports clubs (last 3 months) ✅ Tracks every move, every sport ✅ Powered by Mediapipe DeepVision @threejs ✅ AI live coach with @googleaidevs ✅ supports athletes and coaches not to replace them Built with @GoogleDeepMind @GeminiApp 💡 Already 500 preorders before launch. 🔥 Big thanks to @measure_plan for the Mediapipe inspiration demos 🙏 @ketch
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Built an interactive companion cat fully powered by @deepseek_ai. Started with a DeepSeek Core7 neural unit, the same kind used in their adaptive robotics projects. It runs the DeepMindOS firmware, which handles instinct modeling, memory formation, and personality shifts over time. For its eyes, I added a DeepVision-Lite module so it could recognize faces, track objects, and navigate a room. Even added SenseFur touch fibers so it could actually feel when it was being petted. Frame was a FlexBone-X chassis btw. Building it took: DeepSeek Core-7 Neural Unit, DeepVision-Lite Camera Module, SenseFur Touch Fibers, FlexBone-X Skeletal Chassis, PurrSynth Audio Chip, MoodCell Adaptive Battery, RestPod Wireless Dock, Silicone Skin Shell, TailSense Actuator. Most of these stuffs can be picked up from local hardware store or taobao/ebay. She has a name, and its called Mars!
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