--- license: cc-by-4.0 task_categories: - text-generation tags: - finance - human-feedback - quarantine --- # BLUM Finance Memory Opt-in community contributions for future BLUM Finance research. Every contribution is quarantined. Uploading an example does not update the released model, BLUM Engine memory, trading weights or production rules. Contributions must pass schema, privacy, provenance, licensing, deduplication, poisoning and outcome quality checks before they can enter a future versioned training dataset. Installation and inference collect no telemetry. A contribution is created only by running `blum-contribute` with explicit consent and reviewing the local bundle.