Astra-on-RoboMME
A three-tier system for memory-augmented robotic manipulation: Astra plans, a small VLM monitors, and a VLA acts. 79.13% success on RoboMME.
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
GITHUB · launched Sep 21, 2026 · 19 upvotes (top 41%) · 9 views
Niche: robotics software and platforms · 195 launches, 9 in the last 7 days ▼ -36% · Explore this niche →
Category and tags
- Horizontal
- Hardware & robotics
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 195 launches in robotics software and platforms →
Could you build this?
No This is frontier academic robotics research from Stanford combining visual-language-action (VLA) models, hierarchical planner architectures, and evaluation on real/simulated robotic manipulation benchmarks.
What it would actually take: The implementation requires a distributed robotics architecture integrating simulated/physical robotic manipulators (e.g., via ROS2 or RoboMME benchmark harnesses), low-latency VLA action inference runtimes, and multi-tier VLM reasoning loops. The hard parts are training/fine-tuning custom subtask completion monitors (System 1.5), optimizing closed-loop latency to prevent control instability, and benchmarking across complex physical manipulation datasets. This demands a specialized robotics research team with access to GPU clusters and robotic environments.
Competitors
Other products that read as similar to this one : 2172 launches clear the similarity bar, closest 8 shown.
Attention rank: #833 of 2173 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 327 days after the earliest competitor.
- ocbench · github · 2026-10-05 · 85 upvotes · similarity 0.66
- llm-robotics-playground · github · 2026-09-17 · 149 upvotes · similarity 0.66
- RoboHarness · github · 2026-10-07 · 224 upvotes · similarity 0.63
- HINT · github · 2026-09-18 · 26 upvotes · similarity 0.62
- robosimstudio · github · 2026-10-12 · 156 upvotes · similarity 0.61
- Spark-0 · github · 2026-10-16 · 12 upvotes · similarity 0.61
- RawVLA · github · 2026-10-02 · 16 upvotes · similarity 0.61
- FlashDexRetarget · github · 2026-10-04 · 40 upvotes · similarity 0.61
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.