Biranchi Poudyal

Research in Practice

Projects

Case studies in policy analysis, empirical research, decision frameworks, technical systems and responsible-AI workflow design.

Technical Project Ongoing Live

Assignment Thinking Assistant

A live web tool that coaches students through structured thinking on an assignment — planning, questioning and evaluating their own reasoning — instead of generating answers for them.

TypeScript · Web application · Prompt design · Vercel deployment

Last updated 28 July 2026

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Policy Analysis In progress

Australian University Generative-AI Policy Analysis

A systematic comparison of how Australian universities regulate student use of generative AI in assessment, coded against a structured analytic framework.

Document analysis · Qualitative coding · Comparative policy analysis · Spreadsheet coding matrix

Last updated 28 July 2026

Empirical Study In progress

From Policy to Decision

A consistency study applying the same fictional student AI-use cases to different university policies to test whether they produce the same decisions.

Vignette methodology · Policy analysis · Structured decision coding

Last updated 28 July 2026

Framework Ongoing

Academic Integrity Decision Framework

A six-question framework that structures fair, consistent decisions about student generative-AI use in assessment.

Conceptual synthesis · Case testing · Policy analysis

Last updated 28 July 2026

Technical Project In progress

AI Policy Extraction System

A Python pipeline using web extraction and the Gemini API to collect, structure and organise university AI-policy information, with human verification of every record.

Python · Web extraction · Gemini API · Structured JSON outputs · Human verification workflow

Last updated 28 July 2026

Workflow Ongoing

Responsible Human–AI Content Workflow

A documented, human-led workflow in which AI assists with drafting, organising, coding and formatting while humans remain responsible for meaning, accuracy, ethics and final approval.

Workflow design · LLM-assisted drafting · Verification checklists · Documentation

Last updated 28 July 2026