What we write and what we measure.
Engineering writing and applied research in one stream. ScaleJade works in the open, measures honestly, and publishes systems that hold up under real-world demands.
- ArticlesSoftware Engineering · 4 min read
The Hidden Cost of Software That Almost Fits
Off-the-shelf tools that nearly match your workflow quietly tax every team that touches them. Here is how to spot the drag — and when to build instead.
- ArticlesSoftware Engineering · 5 min read
Legacy Systems Carry Institutional Knowledge
Modernizing an aging system is rarely about the code. It is about preserving the decades of decisions encoded inside it.
- ArticlesSoftware Engineering · 6 min read
Why We Embed Engineers Instead of Handing Off
Contractors deliver and disappear. We stay until the system is stable, understood, and genuinely yours.
- ArticlesSoftware Engineering · 7 min read
Test Automation Is Risk Management, Not Overhead
Reliability at scale needs more than code review. Automated quality gates catch regressions before your users do.
- ArticlesSoftware Engineering · 8 min read
Designing APIs Your Future Self Won't Resent
The seams between systems are where complexity hides. Clean integration is a design discipline, not an afterthought.
- PapersPreprint · 2026
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.
- PapersPreprint · 2026
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.
- PapersPreprint · 2026
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.