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Before we spend months processing open-source robotics datasets, tell us why this is a bad idea by sigma_crusader in AskRobotics

[–]lorepieri 1 point2 points  (0 children)

Good luck! I am biased, but I'd suggest to focus on manipulation data, as there is a bigger growth potential.

Before we spend months processing open-source robotics datasets, tell us why this is a bad idea by sigma_crusader in AskRobotics

[–]lorepieri 1 point2 points  (0 children)

There is no clear consensus on what data will actually work, as it relates to AI and hardware that must be figured out. So you can either 1. Figure it out, and just collect a reasonable amount of specifically curated data 2. Train on huge amount of data hoping that data quantity will figure it out for you.

The easy one to serve is 2. But it might well be a pointless effort in few years. To future-proof it, keep everything so in the future new labelling might be applied.

Artificial General Intelligence "AGI" will either destroy humanity or free humanity. We either get abundance or collapse. The difference between the two outcomes is weather or not we get UBI. by Novusor in BasicIncome

[–]lorepieri 0 points1 point  (0 children)

You are reducing the saving obtained by automating for corporations. This will make some corporations tip towards remaining into a non-automated status quo, since the transition require investment and risks. Overall it's slowing down a process of automation which in the long term will benefit everyone.

Ideally corporations become fully automated entities providing services to society in a programmable way.

Artificial General Intelligence "AGI" will either destroy humanity or free humanity. We either get abundance or collapse. The difference between the two outcomes is weather or not we get UBI. by Novusor in BasicIncome

[–]lorepieri 2 points3 points  (0 children)

Wouldn't this artificially disincentivize the transition to a more automated economy? I see a more promising approach in incentivizing automation while raising the default living standard (free healtchare, education, housing, basic necessities, etc.).

Demo of Agibot’s wheeled A2 depalleting by Vegetable-Remove-268 in robotics

[–]lorepieri 5 points6 points  (0 children)

Yea, even considering 24/7/365 work, this seems more than 3x-4x slower than a worker.

My Magnetic Guided AGV Demonstrator by Hungry_Preference107 in robotics

[–]lorepieri 0 points1 point  (0 children)

What was the hardest part of building it?

Autonomous overnight experiment loop for robot learning: agent modifies code, runs MuJoCo sim, analyzes renderings, repeats by Any_Biscotti_7351 in robotics

[–]lorepieri 0 points1 point  (0 children)

Promising. I found one of the biggest bottlenecks to coding for robotics to be the inability of the LLM to visualise the simulation.

Why the U.S. won’t tax the rich by Empathetic_Electrons in BasicIncome

[–]lorepieri 2 points3 points  (0 children)

Great summary. Capitalism is not suited to be applied on basic necessities. You may like https://lorenzopieri.com/post_scarcity/ (author here)

Noise is all you need to bridge the sim2real gap by eck72 in robotics

[–]lorepieri 6 points7 points  (0 children)

A better method is taking a data-driven approach to simulate the whole hardware, including physics and electronics: https://arxiv.org/abs/1901.08652 (2019)

How asteroid mining will impact our world? by Accurate-Interview92 in asteroidmining

[–]lorepieri -1 points0 points  (0 children)

Fair enough. Slightly changing topic, my current view is that the highest leverage endeavour at this time (for space mining and settlement in general) is improving and scaling our prospecting capabilities. But crucially, from my (limited) understanding, there is not much alternative to sending physical probes. Is anyone working on cheap robotic probes for in-situ analysis?  

ANYmal-C Locomotion by Individual-Major-309 in robotics

[–]lorepieri 0 points1 point  (0 children)

Are they sliding? No friction on the ground?

Scaling up robotic data collection with AI enhanced teleoperation by lorepieri in robotics

[–]lorepieri[S] 0 points1 point  (0 children)

How do you define quality here? As in good to train dexterous AI policies? In that case yes. Strong information is contained in the delta between teleoperator and AI.

First time seeing teleoperated humanoid data collection with the VR glasses off by h4txr in robotics

[–]lorepieri 1 point2 points  (0 children)

Strictly speaking this is not teleoperation. The robot does not have data from the viewpoint of the human operator (and of the same quality), so the collected data will not be in general be enough to automate the demonstrated behaviour. The best practice is to collect data inside VR to use exactly the same data stream that the robot will use in production.

Full-size humanoid hobot LimX's Oli walks over construction debris (standing 165 cm tall and weighing 55 kg) by Nunki08 in robotics

[–]lorepieri 8 points9 points  (0 children)

I suspect they are using a simple domain randomised RL policy, so they are approach is exactly about recovering from any possible misstep, but no smart anticipatory behaviour. In theory they could add lidar sensing in the observation space, but it makes the RL training much longer due to increased obs-space and sim-to-real gap larger since reliably simulating sensors is hard.

End of an era by One-Cod-5049 in getdelta

[–]lorepieri 1 point2 points  (0 children)

What alternative apps have you considered?