R

retrieval

VeritasCode is a retrieval-first, modular AI platform that analyzes laws across federal, state, and local jurisdictions to identify potential conflicts, inconsistencies, and constitutional questions. It uses evidence-based retrieval and full citation tracing to compare statutes, regulations, and case law without issuing legal judgments, focusing instead on transparent, explainable analysis for human review. https://roxanneardary.com/veritascode/

LatticeOS is a modular, human-in-the-loop operating system for governed multi-agent AI orchestration, designed to provide structured execution, deterministic workflows, and full auditability. Built around event-sourced transparency and explicit governance controls, LatticeOS enables intelligent systems where every agent action becomes structured, traceable history while keeping humans in control of all critical decision-making. https://roxanneardary.com/latticeos/

PublicStack AI is an open-source system that analyzes software projects and recommends full open-source repositories to enhance or replace parts of a stack. Instead of suggesting code snippets, it focuses on system-level composition—helping developers build better software by assembling proven repositories from across the open-source ecosystem, with built-in license awareness and automatic attribution tracking. https://gitlab.com/Roxanne_Ardary/publicstackai

RAGBase is a schema-enforced infrastructure layer for building modular Retrieval-Augmented Generation (RAG) systems. It provides a strict, contract-driven architecture where every component—ingestion, embedding, retrieval, and generation—is defined by explicit input/output schemas and validated through a built-in spec hygiene layer. This ensures predictable behavior, prevents system drift, and enables safe module interchangeability in production-grade AI pipelines. https://roxanneardary.com/ragbase/

ShellFinder: Where Hidden Companies Come to Light — An open-source forensic AI platform that tracks OTC companies, mapping founders, officers, subsidiaries, assets, and networks. ShellFinder uncovers hidden ownership structures, shell companies, and suspicious activity, providing transparency and investigative insights for investors, researchers, and regulators. https://roxanneardary.com/shellfinder/

🧠 Open-source persistent memory engine for AI agents and LLMs with semantic search, automatic deduplication, and intelligent context retrieval.

Project for collecting requirements from feature teams interested in semantic search and RAG-powered features.

A digital library