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.dev29.tar.gz (778.6 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.dev29-py3-none-any.whl (806.3 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev29.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev29.tar.gz
  • Upload date:
  • Size: 778.6 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.dev29.tar.gz
Algorithm Hash digest
SHA256 8068d1287b983be99c4c305c7b65063d4dde8ca4fef048aaab3333515c7e2dff
MD5 0890253f475b0f564c9f81e190d7c13a
BLAKE2b-256 dc9893dcbd4b50c5b8b3406da0f69e1245f4bce680bc809602213fea0e10e50f

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev29.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.dev29-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev29-py3-none-any.whl
  • Upload date:
  • Size: 806.3 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.dev29-py3-none-any.whl
Algorithm Hash digest
SHA256 40d477818aec097d9c9051147125d89bcdebf6040d9f67bcc02e293e6a857f8f
MD5 f6799313c964a0f759ad62d694a95137
BLAKE2b-256 bf2140bec79654a52acab5ca1d87505783b2113bfdfab9b6caf5195279810037

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev29-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