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.dev1.tar.gz (760.8 kB view details)

Uploaded Source

Built Distribution

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

verifiers-0.2.1.dev1-py3-none-any.whl (781.6 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev1.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev1.tar.gz
  • Upload date:
  • Size: 760.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for verifiers-0.2.1.dev1.tar.gz
Algorithm Hash digest
SHA256 1e375169979515dcf6cf4d45883776cb893aed232d7e2df736f560cac790e5f7
MD5 911a76aeed92d51c837cfbbe199b7b4e
BLAKE2b-256 cf4d14307ffb3cefc4beabd74e589a9d90b355d008ba6e57bbe0b2518be0804d

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev1.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.dev1-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev1-py3-none-any.whl
  • Upload date:
  • Size: 781.6 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.dev1-py3-none-any.whl
Algorithm Hash digest
SHA256 440d6ac7ab87364e8501e896623e211013fd7bdd6ee1f78ef1021caacb77ab88
MD5 33011d9a3ee97638259f2153eabad4f5
BLAKE2b-256 72dc3bf386387ec6e471d27a7426e183d21ebd860993ab56a5f28f3faa538aaf

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev1-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