data-minimization

WORK ITEM: Repo for Data Minimization and selective disclosure

Local-first AI WAF, compliance gate, and cryptographic provenance engine for agentic workflows. Intercepts payloads, slashes token spend via Prose-Tax minimization, and mints tamper-evident audit chains on local silicon.

Contains all the code used and submitted for the indiviual assignments of the Data Protection Technologies (https://coursecatalogue.uva.nl/xmlpages/page/2023-2024-en/search-course/course/110258) as part of the MSc in Computer Science (Big Data Engineering track).

A simple data minimization and anonymization microservice wrapped around go-minimizer

Data minimization, pseudonymization, and anonymization helpers for Go

Organizational Cognitive Telemetry (OCT) — a system for capturing sanitized AI interaction telemetry to identify cognitive friction, knowledge gaps, and usage patterns across an organization, without storing sensitive content or individual identities.

Source code of IJCB2024 paper "Controllable Privacy in Face Recognition: A Filter-based Approach"

A JavaScript client with a graphical user interface for Kalita, a text-to-speech software with a focus on data minimization and user privacy.

privacy.md — a privacy boundary for personal AI agents, enforced before the data leaves your machine. AGENTS.md tells an agent how to work; privacy.md tells it what it may send.

A Java speech synthesizer and backend server for Kalita, a text-to-speech software with a focus on data minimization and user privacy.

Large-scale privacy over-collection detector for voice-assistant apps, using LLM embeddings + anomaly detection to flag apps requesting more data than their functionality needs (ICSE 2024)

What happens when privacy law meets skewed data? A reproducible 960-run computational experiment measuring the joint effects of data minimization and class imbalance on ML performance and fairness. PhD dissertation research.

A mock-first news aggregation checkpoint that preserves public headlines and timestamps while enforcing minimization and stop conditions using CapSolver.

2026 AI Co-Scientist Challenge Korea(AI 연구 동료 경진대회) /Reproducible experiment code for the AI Co-Scientist Challenge 2026.

A mock-first listing collector that preserves public property fields while enforcing minimization and stop conditions using CapSolver.

Privacy engineering suite — nine Claude Code skills plus a citation-backed regulatory taxonomy of 29 jurisdictional and sectoral records, bridged by a statutory dissolution map. Compliance is a floor; selective disclosure is the ceiling.

HTML 양식 개인정보 최소수집 검사기

A JavaScript client with a graphical user interface for Kalita, a text-to-speech software with a focus on data minimization and user privacy.

VMD Core Engine – reference implementation of Verifiable Minimal Disclosure (VMD) for privacy-first, query-based verification.

How to verify someone's address: 9 methods ranked by evidence strength, what each fails to prove, accepted proof of address, and where checks belong.