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.dev70.tar.gz (800.8 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.dev70-py3-none-any.whl (836.7 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev70.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev70.tar.gz
  • Upload date:
  • Size: 800.8 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.dev70.tar.gz
Algorithm Hash digest
SHA256 472ac67ef08672e23efd802bfa02ca06ce6086e4488492465960ce498011d079
MD5 37374070c98cfb55fd4cd704440df7f5
BLAKE2b-256 42e67cb90c4e0dc4ea40f0651fe407fb8aae2237aa7609f6d5764bca4534b54f

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev70.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.dev70-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev70-py3-none-any.whl
  • Upload date:
  • Size: 836.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.2.dev70-py3-none-any.whl
Algorithm Hash digest
SHA256 88c52143e0ce1554b8084f4410396f272a5744df7951676170cbf952b214b414
MD5 fa3eb5d86d6807dbbf9da3d82e74f94a
BLAKE2b-256 06930052e83543ff37a78d24ce67dd3485176ed7d4251bd7599192c7647cc169

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev70-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