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.dev84.tar.gz (806.9 kB view details)

Uploaded Source

Built Distribution

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

verifiers-0.2.2.dev84-py3-none-any.whl (842.0 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev84.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev84.tar.gz
  • Upload date:
  • Size: 806.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.2.dev84.tar.gz
Algorithm Hash digest
SHA256 170ac44a200a9910dd59c23790638148ba10450ca54ee5c2d1e6e3ea5f2b8b70
MD5 1a9663a1db32d701ce4a87c70e4cc956
BLAKE2b-256 eaa279d67eb6aa4422ff3115e6378cb366f6fa42f25888907004cb70d6d64a99

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev84.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.dev84-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev84-py3-none-any.whl
  • Upload date:
  • Size: 842.0 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.dev84-py3-none-any.whl
Algorithm Hash digest
SHA256 f1b8e2e20b33b9f36dd13c278a9041ebd35e84da5c8751aaf771b0f6e6314b0f
MD5 0cf0bbb4cf0fe6b6aff5c50af52ad384
BLAKE2b-256 f211df45912051fc551bc61d7d5004d43cf77446cd602dc2462a6e26e004e6d7

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev84-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