Robot learning, simulation, control and the software stack for physical systems — with attention to results that are reproduced outside the lab that produced them.
The same Breakout Score applies to every topic, so scores are comparable across areas. What differs is which evidence is usually available — the questions below describe how that plays out here.
Nine factors add up to 100. Three are analyst judgements, five are measured from stored sources and time series, one is an estimate. A hype penalty of up to −15 is subtracted when attention runs ahead of evidence.
Read the full methodology| Factor | Basis | Maximum points |
|---|---|---|
| Novelty | Analysis | 15 |
| Technical significance | Analysis | 15 |
| Developer relevance | Analysis | 15 |
| Adoption velocity | Measured | 10 |
| Community momentum | Measured | 10 |
| Source credibility | Measured | 10 |
| Cross-source confirmation | Measured | 10 |
| Evidence strength | Measured | 10 |
| Time to impact | Estimate | 5 |
| Hype penalty | Measured + flags | −15 |
940 GitHub stars in 27 days since openwam-official/openwam was created (35.4/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
501 GitHub stars in 25 days since showlab/show-harness was created (19.7/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
452 GitHub stars in 8 days since luwudynamics/xgoduck_hardware was created (53.5/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
1,076 GitHub stars in 59 days since autonomous-ai/openharness was created (18.1/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
736 GitHub stars in 56 days since flaminis/dalaran was created (13.0/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
462 GitHub stars in 27 days since v-modal/vmodal_sdk_robotics was created (17.4/day). 1 source across 1 channel. Automatically detected; not yet reviewed.
Areas we track in robotics, and where current signals sit.
Cooling signals, and signals first seen more than 30 days before the latest update in this topic.
None yet. As the dataset ages, older and cooling signals move here so the current list stays current.