Research

Research & Papers

Applied research from the ScaleJade team. We work in the open, measure honestly, and publish systems that hold up under real-world demands.

Applied AIEvaluationEducation

TutorBench: Evaluating Large Language Models as Adaptive Tutors

A benchmark and evaluation suite for measuring how well LLMs teach — not just answer — across adaptivity, correctness, and pedagogy.

ScaleJade Research, A. Pradana, M. Wibowo, S. Tan

Preprint · 2026

BlockchainSecurityDistributed Systems

LedgerProof: Verifiable Settlement for Permissioned Blockchain Networks

A settlement protocol that produces succinct, externally verifiable proofs of finality for permissioned ledgers used in regulated finance.

ScaleJade Research, R. Halim, D. Putri

Preprint · 2026

Applied AIMLOpsData Analytics

DriftGuard: Detecting Silent Data Drift in Production ML Pipelines

A lightweight monitoring method that flags distribution shift in deployed models before it degrades downstream business metrics.

ScaleJade Research, N. Sari, K. Lim

Preprint · 2026