Simreal-MLBench
[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.
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GITHUB · launched Sep 21, 2026 · 71 upvotes (top 11%) · 1 view
Niche: ai benchmarking platforms · 145 launches, 4 in the last 7 days ▼ -56% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- agentic
- ai-evaluation
- benchmark
- benchmarking
- calibration
- llm
- +8 more
Visit website ↗ Source listing ↗
More like this: all 145 launches in ai benchmarking platforms →
Could you build this?
Partial The benchmarking CLI and evaluation reporting harness can be vibe-coded, but assembling verified competitive machine learning ground truth and secure, isolated multi-submission sandboxes requires specialized ML research infrastructure.
What it would actually take: Building a competitive ML benchmark requires a secure containerized execution platform (e.g., Docker or Firecracker microVMs) to safely execute untrusted agent-generated ML code with GPU access. It also requires curating proprietary, leak-free competition datasets and designing scoring mechanisms resistant to reward hacking.
Competitors
Other products that read as similar to this one : 4461 launches clear the similarity bar, closest 8 shown.
Attention rank: #494 of 4462 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 327 days after the earliest competitor.
- agent-money-bench · github · 2026-11-02 · 38 upvotes · similarity 0.72
- benchboard · github · 2026-09-18 · 18 upvotes · similarity 0.68
- Polymath · yc · 2026-02-26 · 43 upvotes · similarity 0.68
- MLExpert · github · 2026-10-13 · 9 upvotes · similarity 0.67
- Lemma: Continuous Learning for AI Agents · yc · 2025-11-05 · 204 upvotes · similarity 0.67
- agentagon · github · 2026-09-10 · 9 upvotes · similarity 0.66
- Simantic: Firmware Simulation for AI Agents · yc · 2026-11-03 · 11 upvotes · similarity 0.66
- awesome-agent-hardening · github · 2026-09-29 · 8 upvotes · similarity 0.66
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.