ml-amp
AMP1: Agentic Manipulation Policy
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GITHUB · launched Nov 7, 2026 · 39 upvotes (top 70%) · 0 views
Niche: robot learning frameworks · 102 launches, 6 in the last 7 days ▼ -50% · Explore this niche →
Category and tags
- Horizontal
- Agent / copilot
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 102 launches in robot learning frameworks →
Could you build this?
No AMP1 is an Apple research system for robot manipulation that pairs a frontier model with a robot control harness and benchmarks, so a real version needs robotics hardware, simulation, and ML research.
What it would actually take: Building a comparable system needs a calibrated RGB-D sensing stack, a perception pipeline that segments and tracks objects in fused point clouds, and motion primitives that run safely on a real arm. It also needs simulation environments for benchmarking and a research team to tune grasping and planning. Vibe coding can produce the code-calling-model loop, but not the robot, the calibrated data, or the evaluated performance.
Competitors
Other products that read as similar to this one : 4915 launches clear the similarity bar, closest 8 shown.
Attention rank: #3626 of 4916 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 374 days after the earliest competitor.
- BiGym2 · github · 2026-10-08 · 34 upvotes · similarity 0.71
- Auriga · github · 2026-10-31 · 24 upvotes · similarity 0.70
- awesome-agent-hardening · github · 2026-09-29 · 8 upvotes · similarity 0.69
- Agent Armor, a Rust runtime for enforcing policies on AI agent actions · hn · 2026-04-17 · 7 upvotes · similarity 0.69
- agent-guard · github · 2026-09-28 · 20 upvotes · similarity 0.69
- Lineation · hn · 2026-07-15 · 6 upvotes · similarity 0.67
- monsters · github · 2026-10-20 · 12 upvotes · similarity 0.67
- Open Bias · hn · 2026-04-28 · 21 upvotes · similarity 0.67
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.