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Today: 1,008 launches · Niche of the day: specialized calculation tools · See what launched today →

Markov - Data for computer-use AI

150K+ downloads across our HuggingFace datasets

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YC · launched Aug 11, 2026 · 12 upvotes (top 59%) · 0 views

Niche: ai and robotics training data platforms · 64 launches, 6 in the last 7 days ▼ -14% · Explore this niche →

Category and tags

  • Horizontal
  • Data infrastructure
  • Developer
  • AI-native
  • Commercial product
  • Reinforcement Learning
  • Data Labeling
  • Data Engineering

Visit website ↗ Source listing ↗

Could you build this?

Partial The software platform for serving and previewing datasets is standard, but capturing thousands of hours of high-precision synchronized telemetry (screen, mouse, keyboard, domain CAD state) is non-trivial.

What it would actually take: The architecture requires low-level OS telemetry daemons (C++/Rust or OS hooks) to record synchronized screen frames, window handles, keystrokes, and mouse actions with millisecond precision alongside native app event hooks (e.g. AutoCAD, SolidWorks APIs). It also demands massive storage pipelines (S3/Cloudflare R2, Apache Arrow/Parquet) and programmatic reward/rubric verification sandboxes. The barrier is building the specialized cross-platform recording instrumentation and paying humans to perform tens of thousands of skilled hours of CAD/software tasks.

Competitors

Other products that read as similar to this one : 4415 launches clear the similarity bar, closest 8 shown.

Attention rank: #2521 of 4416 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 286 days after the earliest competitor.

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.