> For the complete documentation index, see [llms.txt](https://rice-ai.gitbook.io/home/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://rice-ai.gitbook.io/home/rice-protocol/niche-data-scarcity-for-training-agi-for-robots.md).

# Niche - Data Scarcity for training AGI for robots

**Many tasks that are easy for humans are hard for robots.** Despite advancements in robotics, there’s still a significant gap before AGI robots are ready for mass adoption. Below are examples of robots struggling to perform simple tasks. Click on them to watch the videos.

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td>Dexterity</td><td><a href="https://www.youtube.com/embed/cz03910-a9c?start=20&#x26;end=24&#x26;autoplay=1">https://www.youtube.com/embed/cz03910-a9c?start=20&#x26;end=24&#x26;autoplay=1</a></td><td><a href="/files/4HCaRzbPo5D80zwfSjfz">/files/4HCaRzbPo5D80zwfSjfz</a></td></tr><tr><td>Spatial Awareness</td><td><a href="https://www.youtube.com/embed/g0TaYhjpOfo?start=43&#x26;end=46&#x26;autoplay=1">https://www.youtube.com/embed/g0TaYhjpOfo?start=43&#x26;end=46&#x26;autoplay=1</a></td><td><a href="/files/PUun6RqFo8M7P5lRbrAI">/files/PUun6RqFo8M7P5lRbrAI</a></td></tr><tr><td>Recovery</td><td><a href="https://x.com/_wenlixiao/status/1801808951601705258">https://x.com/_wenlixiao/status/1801808951601705258</a></td><td><a href="/files/dAz4hm0SpjSPRXyztkxO">/files/dAz4hm0SpjSPRXyztkxO</a></td></tr></tbody></table>

The trillion-dollar question is: **what’s holding us back from achieving AGI robots?** The bottleneck lies in **Data Scarcity**—there simply isn’t enough high-quality training data to develop robust AGI robots.&#x20;

<figure><img src="/files/lnccRaeaA0FxIbBi8pzR" alt=""><figcaption></figcaption></figure>