Case studies

Projects with publicly described methods and limitations

Each record identifies its scope, role, and public material.

Pilot / Legal AI and Computational Law

NormaLab

Conventional legal search retrieves similar documents. NormaLab asks a different question: how did a specific rule operate across a body of judgments, where is practice stable, where does it diverge, and what supports each conclusion?

The public method exposes the path from question and corpus to citation, report, and evaluation verdict—even when the work is returned for revision.

My role

Data engineering · Agent systems · Reproducibility · Citation engine

Evidence

live demo · article

CASE / NORMALABcase-v1.1Updated

Research / Open and Applied Research

BY Maps

BY Maps combines 129 years of demographic data, an interactive map, eleven research tracks, and three scenarios through 2075. It tests whether an engineer can enter a new field and publish work that a domain expert can reproduce, challenge, and recalculate.

The site combines a country-to-city atlas with eleven research tracks; every result leads back to data, code, and assumptions.

My role

Research framing · Data pipeline · Modelling · Visualisation

Evidence

live demo · repository

CASE / BY-MAPSresearch-v1.1Updated

Prototype / Agentic Engineering

Academic Agent Workspace

An original course and protected environment where educators and researchers build an agent workspace through inspectable artifacts.

The result combines a public nine-session curriculum with a protected teaching space, a versioned material corpus, search, and course packages.

My role

Author and instructor · Curriculum design · Workspace architecture · Project mentoring

Evidence

live demo · live demo

CASE / ACADEMIC-AGENTcase-v1.1Updated

Open source / Agentic Engineering

Dobrovola Codex TwinLoop

An open two-role workflow: specification → code → pull request → CI, with separated responsibilities and quality gates.

The repository demonstrates a controlled agent workflow rather than code generation in isolation.

My role

Workflow design · Specification · Quality gates · Open-source publication

Evidence

repository · article

CASE / TWINLOOPopen-v1.0Updated