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Y Combinator Winter 2026 · polymathlabs.ai

Does AI recommend
Polymath?

Simulation environments to train & evaluate long-horizon AI agents

Startups › B2B (general)
Not recommended
Checked with Gemini 3.8 Flash + Google Search · Nov 7, 2026
A buyer asksHow to train and evaluate long-horizon AI agents?
Polymath
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Where AI looked

The pages AI read to answer

AI read these pages before it answered and built its recommendations from them, so pages like these are the ones worth getting onto.

  • emergentmind.com/topics/long-horizon-reasoning-benchmarksOpen
  • youtube.com/watch?v=iOlJq7WP8doOpen
  • risedatalabs.com/blog/reinforcement-learning-long-horizon-tasksOpen
  • reasoning-horizon.github.iogithub.ioOpen
  • arxiv.org/html/2510.08189v2Open
  • prachub.com/interview-questions/training-llm-agents-for-long-context-long-horizon-tasks-environments-Open
  • github.com/meituan-longcat/R-HORIZONOpen
  • surgehq.ai/blog/cross-benchmark-generalization-for-long-horizon-agentic-tasksOpen
  • snorkel.ai/blog/long-horizon-ai-agent-evaluation-training/Open
  • huggingface.co/papers/2608.13417Open
  • cameronrwolfe.substack.com/p/agentic-rlOpen
  • arxiv.org/html/2603.21972v1Open
  • arxiv.org/abs/2608.10357Open
  • huggingface.co/papers/2603.21972Open
What AI searched

The Google searches AI ran

long horizon agentic workflows reinforcement learning evaluationlong horizon reasoning agents reinforcement learning evaluation benchmarktraining and evaluating long horizon AI agents methods benchmarkstraining evaluating long horizon AI agents
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