certamen/CITATION.cff at main · nikolay-e/certamen · GitHub

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# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: Certamen Framework
message: >-
  If you use this software, please cite it using the
  metadata from this file.
type: software
authors:
  - given-names: Nikolay
    family-names: Eremeev
    email: nikolay.eremeev@outlook.com
repository-code: 'https://github.com/nikolay-e/certamen-core'
url: 'https://github.com/nikolay-e/certamen-core'
abstract: >-
  Certamen Framework is an open-source Python framework for
  high-stakes AI decision-making via tournament-based model
  synthesis. Unlike general-purpose agent frameworks,
  Certamen uses competitive elimination tournaments where AI
  agents generate independent solutions, critique each other,
  compete in evaluation rounds, and progressively refine
  until a champion emerges. The Knowledge Bank innovation
  preserves insights from eliminated models, ensuring no
  valuable perspective is lost.
keywords:
  - artificial intelligence
  - large language models
  - llm
  - multi-agent systems
  - decision-making
  - tournament
  - agent synthesis
  - knowledge bank
  - model evaluation
  - benchmarking
version: 0.1.0
date-released: '2026-02-21'
preferred-citation:
  type: software
  title: >-
    Certamen Framework: Tournament-Based Synthesis for
    High-Stakes AI Decisions
  authors:
    - given-names: Nikolay
      family-names: Eremeev
      email: nikolay.eremeev@outlook.com
  year: 2025
  url: 'https://github.com/nikolay-e/certamen-core'
  repository-code: 'https://github.com/nikolay-e/certamen-core'