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.dev61.tar.gz (801.2 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.dev61-py3-none-any.whl (836.9 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.2.dev61.tar.gz.

File metadata

  • Download URL: verifiers-0.2.2.dev61.tar.gz
  • Upload date:
  • Size: 801.2 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.dev61.tar.gz
Algorithm Hash digest
SHA256 4d4c3f8e219fc7be1bb24dbcb00699df3e7c3b7d40b9fdf35be12bdf5b78d7ce
MD5 04fcc76bff52b99a413460aa71111cff
BLAKE2b-256 a5618003344f5302a6b2364301e901fd83f7ff8e5be482889ac16f8c09b4513e

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev61.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.dev61-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.2.dev61-py3-none-any.whl
  • Upload date:
  • Size: 836.9 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.dev61-py3-none-any.whl
Algorithm Hash digest
SHA256 5fc4cf3ca7b9d7a6a4ce21530fefcfd92abbac9db6852ef06bd3ca68d59ca14e
MD5 f333fcf227a83916250dd5d130f57490
BLAKE2b-256 c0f793de46bee693eb728439815b1deacb933e4f309029c0dc5ee3e9a25c29bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.2.dev61-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