A machine learning dataset and research module that aims to address cognitive pitfalls and enhance the cognitive capabilities of humans and language models.

A machine learning dataset with concepts, code, journaling, and full prototypes for deep learning data visualization, fostering transparency and interpretability in AI decision-making.

A series of scraping pipelines that collect data and create references for authors and works. It maps hidden networks of influence, tracing how concepts evolve and propagate across time and disciplines.

An auxiliary system for language models that integrates a vector-based retrieval/memory system that metabolizes inference history based on a symbiotic score.

A framework for interpreting and translating biological and ecological patterns into semantic meaning, enabling communication between human, AI, and planetary intelligence systems through natural signal interpretation.

A modular lexicon for the ASI ecosystem, providing standardized terminology with multilingual support and cultural context.

A set of fine-tuning scripts and pipelines for transformer-based language models, unifying the modules of the asi-ecosystem and aligning raw latent capabilities towards the goal of planetary symbiotic intelligence.

*Integration of stage-top with pushbroom HSI camera; use-case is primarly microscopy for biological samples; built using dependecies based on py 3.13.7* Technically functional in-lab uses but not download-ready code.

🕵️♂️ Discover connections in literature by mapping influential networks and tracing the evolution of concepts through automated data scraping pipelines.

🧠 Enhance language models with a vector-based memory system that processes inference history using a symbiotic score for improved performance.

📚 Develop a modular lexicon for the ASI ecosystem, offering standardized terminology with multilingual support and cultural context.

🌍 Enhance transformer models with fine-tuning scripts and pipelines for developing planetary symbiotic intelligence in the asi-ecosystem.