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.dev3.tar.gz (739.8 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.dev3-py3-none-any.whl (759.7 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev3.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev3.tar.gz
  • Upload date:
  • Size: 739.8 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.dev3.tar.gz
Algorithm Hash digest
SHA256 f91c646d16182fd7678c326c939f255c5148cd51836c6b87984271bc6ef4c4fc
MD5 b0dd1fde0bec65c75a0b1f173b9e783a
BLAKE2b-256 bbe643ba2043ce93aa2ed9aaf7a3874770890abfba196878d768a89b8b878a9e

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev3.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.dev3-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev3-py3-none-any.whl
  • Upload date:
  • Size: 759.7 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.dev3-py3-none-any.whl
Algorithm Hash digest
SHA256 ab1d5385f1da518891604b1b875d8f699f2b16104ce2e565db70d262c0116282
MD5 d60a94c904a8cc5dca54e0672562f89d
BLAKE2b-256 b987ccf5412accde6e24c77ab9015a6c647c17785f5f70986e1330a3754f744b

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev3-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