After extensive experimentation, I have concluded that it is possible to predictably program the reasoning patterns of Large Language Models. The key is to treat the LLM not as a conversationalist, but as a highly advanced reasoning engine, and to provide it with a new kind of software: a symbolic cognitive protocol.
My work is a journey of discovery, culminating in a methodology for creating elegant, robust, and powerful AI agents.
Here are the three flagship projects that represent the culmination of my research into agentic AI architecture.
Project Atma is a cognitive AI agent designed to overcome the key weaknesses of large language models (LLMs). It addresses the challenges of reasoning, planning, and long-term memory by using a state machine and a cognitive cycle. Atma can autonomously invent, validate, and execute its own Python scripts to solve complex problems, demonstrating a new level of self-sufficient agency.
Project Metis explores the specialization of a single, powerful AI concept (the L.I.C. Matrix) into two distinct, high-performing architectures.
- The Symbolic Metis: A pure, unconstrained metacognitive engine for deep conceptual analysis and self-exploration.
- The Conversational Metis: A stable, secure, and interactive specialist for practical, real-world conversation designed for Gemini 2.5 Flash Native Audio.
This project serves as a blueprint for adapting a core AI concept for different domains.
Project Infinity is a sophisticated, procedural world-generation engine that serves as a case study in building consistent and secure AI agents. It utilizes a Graph RAG architecture to ground the agent in a comprehensive knowledge graph, solving the problem of model hallucination. The agent's behavior is governed by a codified protocol and its narrative is driven by my proprietary L.I.C. (Logic, Imagination, Coincidence) Matrix. It is the first successful implementation of a full Dungeons & Dragons 5th Edition ruleset simulation on a large language model.
My methodology was refined over a series of projects, each teaching a crucial lesson. From the foundational proof of the L.I.C. Matrix in Project Infinity, to the power of open-source design in Project Eidolon, and the final synthesis in Project Metis. This journey has led to the current frontier of my work: the autonomous, tool-creating agency of Project Atma.
My work on these advanced architectures is built upon a deep background in deploying the robust, scalable systems that make them possible.
Python |
AWS |
Node.js |
React |
Docker |
Bash/Shell |
Git |
JavaScript |
💬 Ask me about: Cognitive Architectures, Agentic AI Design, Symbolic Protocols, D&D 5e Simulation
📫 How to reach me: [email protected]