{"schema_version":"papers/paper-detail-v1","title":"Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents","surface":"papers","opportunity_kernel":{"paper_id":"d948500d-433f-462e-a9c4-1bdb804e8f5a","title":"Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents","authors":["Xiang Liu","Sa Song","Zhaowei Zhang","Huiying Lan","Jason Zeng","Ming Wu","Michael Heinrich","Yong Sun","Ceyao Zhang"],"arxiv_id":"2605.29910v1","doi":null,"published_at":"2026-05-28T13:27:47.000Z","score_object":{"overall":{"value":7,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:13:12.447Z","fresh_until":"2026-06-28T20:13:12.447Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":1.4,"scale":"0-10","confidence":0.55,"confidence_reason":"Backfilled from paper_extraction_scorecards.reconstruction_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:19:07.198Z","fresh_until":"2026-06-12T20:19:07.198Z","is_stale":false,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":4,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:13:12.447Z","fresh_until":"2026-06-28T20:13:12.447Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":2,"scale":"0-10","confidence":0.45,"confidence_reason":"Heuristic market score materialized from paper metadata, repo availability, and deployability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:43:22.725Z","fresh_until":"2026-06-12T20:43:22.725Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":4.7,"scale":"0-10","confidence":0.28,"confidence_reason":"Heuristic fallback from paper author count.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:13:12.447Z","fresh_until":"2026-06-12T20:13:12.447Z","is_stale":false,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":3.9,"scale":"0-10","confidence":0.82,"confidence_reason":"Backfilled from paper_extraction_scorecards.total_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:19:07.198Z","fresh_until":"2026-06-28T20:19:07.198Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":3,"coverage":0.5,"missingness":["repo_url","references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-29T20:43:22.725Z"},"lineage_hash":"55a31e7f744817d26e8d50bc426f7244a9430e2c87684d8377698ed81565c9ba"},"distribution":null,"replication_evidence":[],"author_dna":[]}