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.dev45.tar.gz (791.6 kB view details)

Uploaded Source

Built Distribution

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

verifiers-0.2.2.dev45-py3-none-any.whl (818.9 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev45.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev45.tar.gz
  • Upload date:
  • Size: 791.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.2.dev45.tar.gz
Algorithm Hash digest
SHA256 a6312538c5af1bf67dc9b8408517e61e1b4b8ddcbaa13bf28fcb3bb0588bd335
MD5 a9677beb66e610f426a1da5a5342bff1
BLAKE2b-256 f0390a42912f0b9f16e67d37aef119a796f2d77ca8c77cc581c3c0bc6aea59e5

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev45.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.dev45-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev45-py3-none-any.whl
  • Upload date:
  • Size: 818.9 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.dev45-py3-none-any.whl
Algorithm Hash digest
SHA256 e88211729e6a33e0d56533cb0098117d1459c42db68c5ad5e55eac56f7d21778
MD5 7d6417f671d68e3623506c17656cdf2e
BLAKE2b-256 e0995439614fa411608acf805a7c637906b2f6080badcf9a79d31ae1f116433e

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev45-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