C

civic tech

CivicLayer is an open-source civic transparency system that generates and evaluates district maps using population data, fairness constraints, and a verified residency layer. It provides tools to detect demographic discrepancies, visualize representation imbalances, and ensure reproducible, auditable districting analysis focused on accountability and transparency.

BreakSignal is an open-source AI audit framework that evaluates consistency, transparency, and factual reliability across AI systems by running structured prompt tests, comparing outputs, and measuring inconsistency at scale.

SwapCell is a DIY modular, open-source smartphone platform built for long-term ownership, repairability, and evolution. It combines interchangeable hardware modules, a Linux-based mobile operating system, and an AI-driven system manager that can automatically update software, optimize performance, and configure new hardware.

At its core, SwapCell uses a capability-based Universal Device Connectivity Layer (UDCL) that allows any compatible device to integrate through standardized functions rather than fixed drivers, making the system adaptable to future technologies.

Mention people on Twitter