Skip to main content

Verifiers: Environments for LLM Reinforcement Learning

Project description

Prime Intellect


Overview

verifiers is our library for creating environments to train and evaluate LLMs.

verifiers is tightly integrated with the Environments Hub, as well as our training framework prime-rl and our Hosted Training platform.

Installation

We recommend installing the Prime CLI to interact with the environments.

# install uv
curl -LsSf https://astral.sh/uv/install.sh | sh
# install the prime CLI
uv tool install prime

Further reading

  • The docs contain short, human-written guides and overviews about the architecture.
  • The AGENTS.md and skills are for coding agents and go into more details.

Citation

Originally created by Will Brown (@willccbb).

@misc{brown_verifiers_2025,
  author       = {William Brown},
  title        = {{Verifiers}: Environments for LLM Reinforcement Learning},
  howpublished = {\url{https://github.com/PrimeIntellect-ai/verifiers}},
  year         = {2025}
}

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

verifiers-0.2.1.dev52.tar.gz (729.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

verifiers-0.2.1.dev52-py3-none-any.whl (745.7 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev52.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev52.tar.gz
  • Upload date:
  • Size: 729.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.1.dev52.tar.gz
Algorithm Hash digest
SHA256 6b8527ffb3f06e560a0c2ebf6a8fd46dafe7b48032ecdb19238f68c5d7b77302
MD5 7e04a827ff4fa64694f20229a22d7267
BLAKE2b-256 ad77324b5181ffdb0381c3f619bb6ae8ce1e5655b64ed7c9d4c5a42b431348e1

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev52.tar.gz:

Publisher: publish-verifiers.yml on PrimeIntellect-ai/verifiers

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file verifiers-0.2.1.dev52-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev52-py3-none-any.whl
  • Upload date:
  • Size: 745.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.1.dev52-py3-none-any.whl
Algorithm Hash digest
SHA256 445fca8ccee71eb51828b836a0f960a2720aaf094a5c72ebf3902da12d1c5dc8
MD5 c0bda47a9c56bc26404f01e8850f2809
BLAKE2b-256 4f30083055a06a02d70f591926d51c6e651144a8334eebd6bfffe4915d503738

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev52-py3-none-any.whl:

Publisher: publish-verifiers.yml on PrimeIntellect-ai/verifiers

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page