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Scaling Agentic RL: 365,000 Environments for SWE, Terminal, and Search

15 hours ago
  • Prime Intellect integrates 23 agentic tasksets (365,000+ tasks) across software engineering, terminal, and search domains into a unified API.
  • The platform provides a single command for evals and RL training, with verifiers v1 decomposing environments into taskset, harness, and runtime layers.
  • All tasksets are validated via gold-patch and no-op checks, with cleaned re-uploads and transparent exclusion lists to ensure reliable reward signals.
  • Grading material is withheld from the agent until scoring time to prevent reward hacking, with future plans for isolated grading sandboxes.
  • The project includes detailed breakdowns of SWE, terminal, and search tasksets, each with their own integrations and validation methodologies.