Knowledge Commons research group's repository

A digital garden for growing effective open source stewardship ideas.

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

Quantitative capital allocation engine integrating stochastic volatility (GARCH), hidden Markov regimes (HMM), and primary-source SEC EDGAR semantics (FinBERT) for bifurcated risk management.

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

AI AMR stewardship tool

Xhristian Memecoin Governance

A quiet relay in the dark.

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

A shared decision protocol for governed collaboration between agents, automation, and stewards.

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

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.

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

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

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

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 Rutgers Environmental Stewards (RES) project emphasizing the utility of open-source GIS for environmental stewardship

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