A bright, modern civic-tech laboratory in New York, software engineers collaborating over code on large screens, natural daylight, 35mm lens.
A bright, modern civic-tech laboratory in New York, software engineers collaborating over code on large screens, natural daylight, 35mm lens.
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/ Active Repositories

Open-source AI for equitable progress

We build and deploy audited, open-source AI tools alongside civic organizations to drive global social mobility and equitable progress.

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Active Codebases

Active open software deployments

Our active software deployments are fully audited, public, and built to solve real-world coordination and educational challenges.

/ ROUTING / v1.4
/ SPEECH / v2.1
/ AUDIT / v0.9

Civic Router

Open Literacy

Equity Auditor

A decentralized routing model optimized for community food networks and mutual aid distribution, currently active across twelve metropolitan areas.

An offline-first speech synthesis engine designed for localized literacy programs, operating on low-resource hardware without internet dependency.

A transparent auditing framework that evaluates language models for demographic bias, generating public equity scorecards for civic deployments.

12

active deployments

100%

offline capability

0.02

bias tolerance

Documentary photo of a developer and community organizer reviewing data on a tablet in a sunny community center, natural daylight, 35mm lens.
Documentary photo of a developer and community organizer reviewing data on a tablet in a sunny community center, natural daylight, 35mm lens.
Co-Design

Built in the field

We embed our developers directly within community centers and classrooms. By co-designing models alongside the educators and organizers who use them, we ensure algorithmic equity is lived, not theorized.

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Deploy responsible models today

Access our complete library of audited training datasets, step-by-step integration guides, and fully open-source code repositories on GitHub.