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[GS11] Balancing autonomy and oversight in reliable agentic AI through adaptive human interaction architectures

Kunci Stabil: GS11 | Sitasi BibTeX: 1

Ringkasan Metadata

  • Penulis & Tahun: Madhvesh Kumar, Deepika Singh, 2026
  • Venue & Tier: Discover Artificial Intelligence (Springer) Vol 6
  • DOI / URL: 10.1007/s44163-026-01373-2
  • Skor Kualitas (QA Score): - (QA korpus baru OPEN, belum dinilai)
  • Peran Studi: QGS (penutup lubang I-gate)
  • Tingkat Ekstraksi: metadata-calibration
  • Cakupan (Scope): Enterprise code generation & workflow automation (5.000 tugas terstruktur).

1. Masalah Utama (Core Problem)

Adaptive human interaction: kapan agen jalan mandiri vs eskalasi ke operator.

2. Arsitektur yang Diajukan (Architecture)

Supervisor-Worker multi-agent + Dynamic Intervention Framework (Contextual Confidence Score).

3. Mekanisme Koordinasi & Kontrol (Coordination)

Supervisor menilai tiap langkah worker; skor > ambang atas auto-approve, zona tengah post-hoc audit flag, di bawah ambang bawah halt-eskalasi ke operator manusia.

4. Foundation Model & Infrastruktur (FM)

LLM umum + DPO feedback.

5. Tolok Ukur & Dataset (Benchmark)

5.000 tugas terstruktur (codegen + finance/services).

6. Artefak & Kode Sumber (Artifact)

  • (UNDOCUMENTED).

7. Metrik Primer Eksak (Primary exact)

Intervensi 21.0%->11.5% + success 98.2% (abstrak Scopus; PDF paywalled, BELUM jangkar halaman).

8. Metrik Sekunder (Secondary)

Hanya 14.5% langkah keputusan butuh intervensi.

9. Pola Kegagalan (Failure Modes)

  • (UNDOCUMENTED).

10. Ancaman Validitas (Threats)

0 sitasi (umur 3,5 bln); jurnal AI umum, bukan flagship SE.

11. Jejak Bukti & Provenansi (Provenance)

Bukti Verifikasi: EVIDENCED-FACT (CrossRef resolve 2026-09-12; disjoint-47; Scopus-769 HIT EID 2-s2.0-105045578545).

  1. 2026 Madhvesh Kumar, Deepika Singh. Balancing autonomy and oversight in reliable agentic AI through adaptive human interaction architectures. 2026. Venue: Discover Artificial Intelligence (Springer) Vol 6, DOI: 10.1007/s44163-026-01373-2, Role: QGS (penutup lubang I-gate). ↩