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.dev65.tar.gz (739.7 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.dev65-py3-none-any.whl (759.5 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev65.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev65.tar.gz
  • Upload date:
  • Size: 739.7 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.dev65.tar.gz
Algorithm Hash digest
SHA256 55eb6f3ae9ad55405263efb99d9f2da523c984767a7877ef2adf6aa2fae9c208
MD5 4c895b46cbaa265b4de111e1fc8608b3
BLAKE2b-256 d23895e143152f7c7e2d4aad528e9bf9762c4b508a66ad3fb5ff3cbcb54c0ae8

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev65.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.dev65-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev65-py3-none-any.whl
  • Upload date:
  • Size: 759.5 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.dev65-py3-none-any.whl
Algorithm Hash digest
SHA256 5b4f32f32aee39d746d10e3cfb1aba021c9a0c16a182b4df227e550b0ed521e3
MD5 a87c9d5e2946c91e7b4bc6de424b2c83
BLAKE2b-256 2c061c3a5c732ab746e9d35d64901dded3de73b2eca5607b8f5274664097a07b

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev65-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