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.dev10.tar.gz (769.9 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.dev10-py3-none-any.whl (794.6 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev10.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev10.tar.gz
  • Upload date:
  • Size: 769.9 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.dev10.tar.gz
Algorithm Hash digest
SHA256 1d21bd948cd5ca4d7a555e6618568bee7dfc3da8069b74107dbdcabf4299a8c0
MD5 cbb07a2a90f754b6aabaaefac27c02fa
BLAKE2b-256 2d6e83f52be228469f24389b8d29c379c2acfb64bd1e3db145517607738072ff

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev10.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.dev10-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev10-py3-none-any.whl
  • Upload date:
  • Size: 794.6 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.dev10-py3-none-any.whl
Algorithm Hash digest
SHA256 830cda75a91624914fe19cd4ca1cfad3c2d35e1536f5df06feffdf4e3e663db7
MD5 7ff1303a98b4dc178ce9aed0a57aa5f0
BLAKE2b-256 05de9a95c717359a7ee776a19e344ff0b0f8a1af9326c754970dccc00939f0a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev10-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