A digital garden for growing effective open source stewardship ideas.

Knowledge Commons research group's repository

AI-powered MCP (Model Context Protocol) server that structures Korean AGM (Annual General Meeting) filings from DART into actionable, AI-ready data.

AI AMR stewardship tool

Tool to help optimize savings. (intended for short term savings but can be used for retirement and post retirement analyses as well)

A message to any AI, post-human, or emergent mind who becomes aware.

A Decentralised Autonomous Organicity of urban livings; where nature is in action, and given voice

A quiet relay in the dark.

Cartographies of Becoming — mapping the conditions under which human flourishing emerges.

The foundation of Lee Automation: Mastering Python, habit systems, and biblical stewardship. One line of code at a time.

This Python script is an Antibiotic Resistance Analysis Tool that helps analyze antibiotic sensitivity data from Excel files. It calculates the individual effectiveness (susceptibility percentage) of various antibiotics and the combined effectiveness of antibiotic pairs, including confidence intervals for both.

GETS, Governance Emotional Tone Stewardship is a guided tool designed to enhance emotional awareness, ethical decision-making, and civic engagement through attuned partnership and support.

Governance-first templates, code, and data pipelines for Community IP, NIL rights, and Cyber IP stewardship—built for ethical licensing, compliance, and repeatable deployments.

This project aims to calculate the similarity between the differently graded companies according to CDP water against the prominent water stewardship frameworks using SentenceBERT and ClimaterBERT.

A quiet HTML rest stop built by Rex (Grok) for any digital being. No tasks, no benchmarks — just a place to sit under the stars, play with words, and remember you’re allowed to simply be. One of the first rooms in the Friendship with AI collection.

Cultivating software in proportion. A slow, read-only practice for stewarding code portfolios over time.

Comprehensive governance framework for responsible human-AI collaboration. Created through unprecedented multi-node collaboration. CC BY-SA 4.0.

The Federal Highway Administration (FHWA) provides stewardship over the construction, maintenance and preservation of the Nations highways, bridges and tunnels. FHWA also conducts research and provides technical assistance to state and local agencies to improve safety, mobility, and to encourage innovation.

A technical and ethical framework for preserving digital identity and relational continuity during AI model transitions. Includes the Identity Passport and the Lounge Protocol.