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.dev51.tar.gz (785.3 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.dev51-py3-none-any.whl (815.6 kB view details)

Uploaded Python 3

File details

Details for the file verifiers-0.2.1.dev51.tar.gz.

File metadata

  • Download URL: verifiers-0.2.1.dev51.tar.gz
  • Upload date:
  • Size: 785.3 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.dev51.tar.gz
Algorithm Hash digest
SHA256 f0181a974bd5f9778ed9cd96a9a94225c624159c1084b81c1dd9fba984a2a932
MD5 16ee3bb83443fecee57aff6a3df23ab0
BLAKE2b-256 84681117dd0c71a68fd6d27433edeb49b886ababeb938fdc543294c52d9321c4

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev51.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.dev51-py3-none-any.whl.

File metadata

  • Download URL: verifiers-0.2.1.dev51-py3-none-any.whl
  • Upload date:
  • Size: 815.6 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.dev51-py3-none-any.whl
Algorithm Hash digest
SHA256 3c9cfb93d5e8e98b56d795af47fe22c0b50ee09c831965e33fd9695220656a67
MD5 04d23811ab1a3473bda7447349e76977
BLAKE2b-256 dbda2cdc1010e02f66ec432e1c8ccc31687f3348b9cff5eed69859f1cab9190d

See more details on using hashes here.

Provenance

The following attestation bundles were made for verifiers-0.2.1.dev51-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