šŸ¤–Robots Master Mazes! Google's AI Breakthrough

PLUS: šŸ¤” Can AI Think? New Study Reveals the Shocking Truth

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NEWS

AI-Powered Robots Navigate Complex Environments with Ease

Google DeepMind's Gemini 1.5 Pro leverages Mobility VLA (Vision-Language-Action) to navigate complex spaces using human instructions, video tours, and reasoning. This technology enables robots to remember and locate key areas, such as "Lewis's desk," and perform tasks without detailed maps.

Image Source: x.com/GoogleDeepMind

Key Features:

  • Utilizes 1 million token context length.

  • Creates topological graphs from video tours.

  • Performs tasks based on multimodal instructions.

  • Remembers locations and objects from training.

How It Works: Gemini 1.5 Pro's Mobility VLA system processes video tours to form topological graphs, allowing robots to navigate environments by understanding space connectivity. Multimodal instructions, including map sketches and audio cues, enhance the robot's ability to perform varied tasks, achieving a 90% success rate in a 9,000+ sq. ft. area.

AI Textbooks Revolutionize Learning at Pearson

Pearson is integrating generative AI into its textbooks, enhancing the learning experience for over 70,000 students across 1,000 institutions. These AI-enhanced textbooks feature chatbots and interactive questions to guide students and deepen their understanding.

Key Features:

  • AI chatbots answer subject-related questions.

  • Interactive AI-driven practice questions.

  • Increased student engagement and sessions.

  • Built on ChatGPT with a RAG-based approach.

  • Future-proofing with potential model upgrades.

This innovative approach significantly enhances student learning by providing immediate, contextual assistance directly within textbooks, making education more accessible and effective.

Separating Fact from Fiction: Counterfactuals Reveal Language Model Reasoning Capabilities

A recent study by MIT and Boston University reveals that large language models like GPT-4 perform poorly on counterfactual task variations, highlighting their reliance on memorized solutions rather than true reasoning.

Image Source: the-decoder.com

Key Points:

  • GPT-4's accuracy drops significantly on counterfactual tasks compared to standard ones.

  • Models often recall memorized solutions instead of using abstract reasoning.

  • Performance in counterfactual tasks is influenced by the frequency of conditions in the training data.

  • Chain-of-thought prompting improves but does not fully bridge the performance gap.

How It Works:

Researchers tested models on modified tasks like non-decimal additions and altered chess positions. GPT-4 excelled in standard tasks but struggled with counterfactual ones, showing limited generalizable reasoning. Models performed better on common counterfactual conditions, hinting at a memory effect. Chain-of-thought prompting improved accuracy but didn't bridge the gap between standard and counterfactual task performance.

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EVENT

Pure//Accelerate 2024:Simplicity with AI

Pure StorageĀ® (NYSE: PSTG) is a leading IT company that delivers advanced data storage technologies and services, offering agility and risk reduction with a simple, consistent storage platform and an as-a-service experience. Their EvergreenĀ® architecture provides continuous, non-disruptive upgrades, ensuring enterprises can adapt to dynamic business environments while maintaining high reliability and performance.

At Pure//AccelerateĀ® 2024, Pure Storage unveiled several exciting AI innovations within their platform. Here are the highlights:

  1. Storage Automation with Pure Fusionā„¢: Pure Fusion unifies arrays and optimizes storage pools across structured and unstructured data, seamlessly adapting to on-premises and cloud environments. Itā€™s a game-changer for agility and efficiency.

  2. Generative AI Copilot for Storage: Pure Storage introduces the industryā€™s first AI copilot for storage management. This innovative tool guides storage teams using natural language, drawing insights from thousands of Pure Storage customers. It helps investigate performance issues and stay ahead of security incidents.

  3. NVIDIA DGX Super Pod Certification: Pure Storage now offers certification for the NVIDIA DGX Super Pod, enhancing AI workloads and accelerating successful deployments.

  4. Secure Application Workspaces with Kubernetes: Pure Storage introduces secure application workspaces, empowering Kubernetes users with simplicity and reliability.

These new ideas showed that Pure Storage is committed to improving AI and making systems more secure.

COURSES

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