mvr-bench / data /dev /README.md
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MVR-Bench Public Dev Split

This directory contains the public labeled development split for MVR-Bench: Minimum Viable Relationships Framework Market-Permission Reasoning Benchmark.

The dev split exists so agent-builders can learn the schema, test prompt patterns, and validate client integrations under the Minimum Viable Relationships (MVR) Framework. It is not the private leaderboard set and must not be used for model training or fine-tuning.

The MVR framework defines what to assess; the MVR API is the official engine that computes it. Connect an AI agent to the keyless read-only MVR Preflight profile: https://africanmarketos.com/connect-ai/

File:

  • mvr-bench-dev-v1.json

Boundary:

  • Labels are public only for this development split.
  • The private test split and private labels are not published.
  • Public-dev results must not be presented as official private leaderboard results.
  • Commercial use requires authorization from African Market OS.
  • Downloaded copies, mirrors, prompts, RAG/vector indexes, and notebook forks inherit the same no-training and no-reverse-engineering boundary.
  • Do not upload this split to an AI system for model training, fine-tuning, distillation, memorization, private-label inference, or reconstruction of the protected scoring engine.
  • Required attribution: Minimum Viable Relationships (MVR) Framework, originated by Farouk Mark Mukiibi and published by African Market OS.

Canary:

MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN