WORK ITEM: Repo for Data Minimization and selective disclosure
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Updated
Apr 12, 2022 - HTML
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.
2026 AI Co-Scientist Challenge Korea(AI 연구 동료 경진대회) /Reproducible experiment code for the AI Co-Scientist Challenge 2026.
A Java speech synthesizer and backend server for Kalita, a text-to-speech software with a focus on data minimization and user privacy.
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.
Chain-agnostic protocol for W3C Verifiable Credentials with proof-of-concept implementations on Ethereum (Solidity) and IOTA (Move). Credentials are signed off-chain as JWTs, hashes anchored on-chain for tamper-proof verification and transparent revocation. Includes CLI, REST API, and web interface.
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)
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.
A self-hosted program container for cohort-based learning.
Deterministic, fail-closed business-fact compiler for controlled cloud LLM use in government and enterprise workflows. Synthetic-data MVP; models never own authoritative business facts.
Citizen-side control layer for AI-agent delegation on the AI Passport: scoped purpose-bound capability tokens, provable revocation via introspection (RFC 7662), and a hash-chained receipt ledger. Real Web Crypto, zero dependencies. AI Passport Ideathon.
Jumbo Orient - Smart Charge Code Inquiry System powered by Local RAG & Semantic Alignment.
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