Compass
[Navigation Series of Work] Open-world Vision Language Navigation, one of its kind, from Monocular Camera only.
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GITHUB · launched Nov 10, 2026 · 41 upvotes (top 68%) · 0 views
Niche: robot learning frameworks · 102 launches, 6 in the last 7 days ▼ -50% · Explore this niche →
Category and tags
- Horizontal
- Hardware & robotics
- Developer
- AI-native
- Hobby / open-source project
- navigation
- vln
- world-model
Visit website ↗ Source listing ↗
More like this: all 102 launches in robot learning frameworks →
Could you build this?
No This is a research foundation model for vision-language navigation, trained and evaluated on multiple robot embodiments. It requires novel ML research, large-scale robot data, and hardware access.
What it would actually take: A real version needs a multimodal navigation model trained on large volumes of robot trajectory data, plus a spatial memory architecture. Evaluating it requires physical robots (quadrupeds, humanoids, drones) and a research team that can run training and real-world trials.
Competitors
Other products that read as similar to this one : 1711 launches clear the similarity bar, closest 8 shown.
Attention rank: #1220 of 1712 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 376 days after the earliest competitor.
- VGGT-Diff · github · 2026-09-27 · 49 upvotes · similarity 0.60
- DK-VLM · github · 2026-10-13 · 25 upvotes · similarity 0.60
- SuperNav · github · 2026-10-08 · 143 upvotes · similarity 0.59
- world-collection · github · 2026-10-18 · 16 upvotes · similarity 0.57
- psi-0.6 · github · 2026-10-26 · 16 upvotes · similarity 0.57
- poincar3 · github · 2026-09-28 · 34 upvotes · similarity 0.57
- NavGPT-3 · github · 2026-10-07 · 36 upvotes · similarity 0.56
- G-ray · github · 2026-09-14 · 16 upvotes · similarity 0.56
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.