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-0.2.2.dev58.tar.gz (797.0 kB view details)

Uploaded Source

Built Distribution

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

verifiers-0.2.2.dev58-py3-none-any.whl (829.2 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev58.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev58.tar.gz
  • Upload date:
  • Size: 797.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.2.dev58.tar.gz
Algorithm Hash digest
SHA256 93a9c827a1b1d4c8f2b68872b4df528b97a9f496491f66d79ce7bf39bb895970
MD5 8b65f1cacc18137f23b3577430be5fcc
BLAKE2b-256 8732c4c94536fc8d32a018c837dfe7a4526079c673bf65f854ee6d28cbca2ab3

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev58.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-0.2.2.dev58-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev58-py3-none-any.whl
  • Upload date:
  • Size: 829.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.2.dev58-py3-none-any.whl
Algorithm Hash digest
SHA256 74889f82b8edaccf08d17af4d8d0e637d2415747ee6a68c124c1c265fa9d0841
MD5 18e58a91b10703168a84ffe09f1ea60d
BLAKE2b-256 6d19f11d3f73576cffff3420e2b9716fc5227c513e827e114d15b898f16a66ff

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev58-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