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.dev26.tar.gz (787.2 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.dev26-py3-none-any.whl (811.8 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev26.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev26.tar.gz
  • Upload date:
  • Size: 787.2 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.dev26.tar.gz
Algorithm Hash digest
SHA256 f993eeabca4179c28f28d6c743af4c2049f0f3315345b19c9f8d2d48ea887a14
MD5 12e120feff6bb71b6d2944d1dfbc86f8
BLAKE2b-256 5cc70269ef2c8fce3ddb1caca779a31dfb4f005838d5e269bdf0d51e02f8f177

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev26.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.dev26-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev26-py3-none-any.whl
  • Upload date:
  • Size: 811.8 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.dev26-py3-none-any.whl
Algorithm Hash digest
SHA256 d9dc468a9ae115b21bce70f1c12b4cb5f6e4bd4bbcc583658f6c5e8ee1095b58
MD5 18a1808747a53b3b4bcdf23aff7f9293
BLAKE2b-256 7cf0c5145d039ac53fa69f8d4263930ead8c2e105de4883164eecd17e68b3b0b

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev26-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