{"schema_version":"papers/paper-detail-v1","title":"SecMate: Multi-Agent Adaptive Cybersecurity Troubleshooting with Tri-Context Personalization","surface":"papers","opportunity_kernel":{"paper_id":"de6f82d3-f9c9-4c33-9382-a09f2fcc9014","title":"SecMate: Multi-Agent Adaptive Cybersecurity Troubleshooting with Tri-Context Personalization","authors":["Yair Meidan","Omri Haller","Yulia Moshan","Shahaf David","Dudu Mimran","Yuval Elovici","Asaf Shabtai"],"arxiv_id":"2604.26394v1","doi":null,"published_at":"2026-04-29T08:04:16.000Z","score_object":{"overall":{"value":8,"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":"2026-04-30T15:05:04.905Z","fresh_until":"2026-05-30T15:05:04.905Z","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":"2026-04-30T15:05:50.235Z","fresh_until":"2026-05-14T15:05:50.235Z","is_stale":true,"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":"2026-04-30T15:05:04.905Z","fresh_until":"2026-05-30T15:05:04.905Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":2,"scale":"0-10","confidence":0.8,"confidence_reason":"Backfilled from distribution_readiness_scores.score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-30T15:12:29.590Z","fresh_until":"2026-05-14T15:12:29.590Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":5.9,"scale":"0-10","confidence":0.42,"confidence_reason":"Heuristic fallback from paper author count and extracted affiliations.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-30T15:05:04.905Z","fresh_until":"2026-05-14T15:05:04.905Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":4.3,"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":"2026-04-30T15:05:50.235Z","fresh_until":"2026-05-30T15:05:50.235Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","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":"2026-04-30T15:12:29.590Z"},"lineage_hash":"01d3e4cc3af8dd560bde06597aafe2e013b74bca84698b967d659d8af193fcf7"},"distribution":null,"replication_evidence":[],"author_dna":[{"author_id":"36938933-2e21-4bdd-b9ec-a0f10b8b4b28","name":"Dudu Mimran","institution":"Ben-Gurion University of the Negev","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null}]}