⚡ Swarm Architecture

Attribute Pool Outputs

📅 Published August 12, 2026 ⏱️ 4 min read 🔬 Peer Verified

# Attribute Pool Outputs

The original MatrAIx attribute-pool work includes large generated outputs such as normalized JSONL pools, graph files, LLM adjudication prompts, and CSV exports.

Those files were intentionally excluded from this curated import because several are tens of megabytes each and are generated artifacts rather than source code.

Excluded examples from MatrAIx:

  • persona/attribute_pool/outputs/normalized/candidate_pool_raw_extended_normalized.jsonl
  • persona/attribute_pool/outputs/step5_embedding_llm_dedup/embedding_retrieved_pairs.csv
  • persona/attribute_pool/outputs/normalized/candidate_pool_raw_extended_normalized.csv
  • persona/attribute_pool/dataset/scope_structured.jsonl
  • persona/attribute_pool/outputs/candidate_pool_raw_extended.jsonl

If these artifacts are needed, use one of:

  • external dataset storage
  • Git LFS after maintainer approval
  • small fixtures derived from the large outputs
  • regenerated outputs from the scripts in scripts/

Do not add generated outputs/ files to normal PRs. PRs that update this pipeline should describe the command used, the source inputs, and the resulting artifact location.