Hebbian Robotics - APIs for searching and analyzing Physical AI data at scale
We enable evaluation of data quality without training a robotics model
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YC · launched Aug 9, 2026 · 81 upvotes (top 9%) · 0 views
Niche: ai and robotics training data platforms · 64 launches, 9 in the last 7 days ▲ +80% · Explore this niche →
Category and tags
- Horizontal
- Data infrastructure
- Developer
- AI-native
- Commercial product
- Robotics
- Data Science
- Data Engineering
- AI
- Databases
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More like this: all 64 launches in ai and robotics training data platforms →
Could you build this?
No Evaluating robotics trajectory and multimodal rollout data at scale requires specialized knowledge of physical AI, kinematics, and distributed processing for petabyte-scale sensor feeds.
What it would actually take: The system requires a distributed compute engine (such as Ray or Spark) capable of ingesting high-volume multimodal formats like MCAP, ROS bags, and UMI video streams. Developers must build specialized heuristic and learned scoring models to assess trajectory smoothness, grasp stability, camera calibration drift, and distribution coverage. This requires senior physical AI researchers and data platform engineers with robotics domain expertise.
Competitors
Other products that read as similar to this one : 4579 launches clear the similarity bar, closest 8 shown.
Attention rank: #460 of 4580 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 284 days after the earliest competitor.
- Robocurve — Real-World Evaluations of Physical AI · yc · 2026-08-27 · 12 upvotes · similarity 0.74
- 🦾 Cortex AI — Large-Scale Real-World Data for General-Purpose Robotics · yc · 2025-11-08 · 20 upvotes · similarity 0.72
- Hub: real-world training data for frontier AI labs and robotics · yc · 2026-06-15 · 1 upvotes · similarity 0.66
- Sureform: Turning physical expertise into training data for world models and robotics · yc · 2026-02-23 · 9 upvotes · similarity 0.66
- PerfectBit: AI Training data, correct by construction · yc · 2026-05-14 · 8 upvotes · similarity 0.64
- Spatial AI: Large datasets for robot foundation models · yc · 2025-11-17 · 23 upvotes · similarity 0.64
- robotics · github · 2026-10-30 · 38 upvotes · similarity 0.63
- ai-agent-exercises · github · 2026-10-19 · 21 upvotes · similarity 0.63
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