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AI and Robotics Applicationsβ€’β€’4 min readβ€’762 words

πŸš€ Transportation - Bay Area Water Transport Scaling

πŸ‘οΈ0reads (human + AI)πŸ€–0AI ingestions

πŸš€ Transportation - Bay Area Water Transport Scaling

This article discusses the need for streamlined regulations to facilitate the expansion of water transportation infrastructure in the San Francisco Bay Area, proposing high-speed water shuttles as a potential solution.

Key Points:

β€’ Reducing bureaucratic hurdles for dock and marina construction.

β€’ Simplifying dredging processes for improved waterway access.

β€’ Enabling the development of high-speed water transit options.

πŸ”— Resources:

β€’ Sampriti Bhattacharya's Twitter β†— - Advocate for Bay Area water transport

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πŸ€– AI - Visual Reasoning with Mirage

This article introduces Mirage, a system enabling AI to process visual information through mental imagery without actual image generation.

Key Points:

β€’ Enables AI to "think in pictures" without creating visual representations.

β€’ Facilitates visual reasoning capabilities in AI systems.

β€’ Mimics human-like imagination for robots.

πŸ”— Resources:

β€’ Revanth Atmakuri's Twitter β†— - Shared information about Mirage

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πŸ€– VFX - Nano Atmospheric Haze Plugin

This article describes Nano, a depth-aware plugin leveraging machine learning for realistic fog and light scattering effects in video footage.

Key Points:

β€’ Employs ML depth estimation for physically accurate fog simulation.

β€’ Optimized for log footage with visible light sources.

β€’ Analyzes scene highlights to generate airlight and atmospheric scatter.

πŸ”— Resources:

β€’ Bilawal Sidhu's Twitter β†— - Shared information about Nano

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πŸ€– 3D Printing - Cable Chain and Conformal Wire Guiding

This article details design improvements for a 3D-printed assembly, including the addition of a cable chain, conformal wire guiding, and a shell for easier printing.

Key Points:

β€’ Improved cable management with a cable chain.

β€’ Enhanced wire routing with conformal guiding.

β€’ Shelled assembly for simplified 3D printing.

πŸ”— Resources:

β€’ Cooper Zurad's Twitter β†— - Shared design updates and images

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πŸ’‘ Longevity Research - LBF7 Spain

This article announces LBF7 Spain, a longevity research event bringing together experts to collaborate on aging solutions.

Key Points:

β€’ Gathering top researchers in the field of longevity.

β€’ Collaborative event at a longevity resort in the Spanish mountains.

β€’ Focus on building practical solutions for extending lifespan.

πŸ”— Resources:

β€’ Long Bio Fellowship β†— - Application details


✨ Finance - Unlocking Value in CSS

This article discusses the potential of unlocking value in a little-known company, CSS, through the creation of a US FinTech company.

Key Points:

β€’ CSS is a currently undervalued asset of Fannie & Freddie.

β€’ A new US FinTech company will hold CSS and offer MBS FinTech services.

β€’ This initiative is expected to unlock significant value for the American economy.

πŸ”— Resources:

β€’ Pulte's Twitter β†— - Shared information about unlocking value in CSS

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πŸ’‘ Social Media - Algorithm Prioritization Feature Request

This article presents a user request for a feature allowing users to prioritize certain accounts in their social media feeds without enabling notifications.

Key Points:

β€’ Request for a "star" function to prioritize specific accounts in the feed.

β€’ Prioritization without receiving notifications.

β€’ Ideal implementation for following public safety accounts.


πŸ€– Robotics - Data Quality for Robot Learning

This article introduces CUPID, a method for curating robot learning data based on its impact on policy success.

Key Points:

β€’ CUPID assesses data quality based on its influence on policy behavior.

β€’ Prioritizes data that drives closed-loop policy success.

β€’ Moves beyond visual quality to focus on functional impact.

πŸ”— Resources:

β€’ Agia Chris's Twitter β†— - Shared information about CUPID

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✨ Robotics - Best Paper Award for Long-History Policies

This article announces a Best Paper Award for research on learning long-history policies at the Workshop on Learned Robot Representations.

Key Points:

β€’ Research on long-history policies received a Best Paper Award.

β€’ Paper available online for review.

β€’ Recognition for contributions to the field of robotics.

πŸ”— Resources:

β€’ Marcel TorneΒ΄s Twitter β†— - Shared the award news and paper link
β€’ RoboticsSciSys β†— - Workshop organizers
β€’ Paper β†— - Research paper on long-history policies

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πŸ€– Reinforcement Learning - Diffusion Steering (DSRL)

This article introduces Diffusion Steering Reinforcement Learning (DSRL), an efficient RL method using diffusion models.

Key Points:

β€’ Actor chooses noise, denoised by policy to produce actions.

β€’ Remarkably efficient RL method for diffusion/flow-based policies.

β€’ Improves efficiency of reinforcement learning.

πŸ”— Resources:

β€’ Sergey Levine's Twitter β†— - Shared information about DSRL

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Drix10
Written by Drix10

Co founder @ PartPilot | 1 x Acquired Founder | Canopy @ f.inc | Cybersec @ DSU | 2x International Hackathon πŸ†. Read more on drix10.com.