Selected Work

 Modern software architecture is remarkably good at solving today’s problems. It is far less effective at surviving tomorrow. 

DREAM: Scalable Episodic Memory Architecture A user-centric memory protocol designed to overcome the context window limits of LLMs. It introduces Episodic Units (EUs) and an Adaptive Retention Mechanism (ARM) that dynamically adjusts memory longevity based on user engagement. The architecture utilizes sharded orchestration and dual-output processing to ensure low latency, cost efficiency, and privacy-first data management. 

MQ-AGI: Modular Quantum-Orchestrated AI A neuro-symbolic architecture designed to transcend monolithic LLMs. It integrates Domain Expert Networks (DENs) with a Global Integrator (GIN) to enable deep "System 2" reasoning. The system features a Quantum-Inspired Core that uses Hamiltonian optimization for efficient expert routing and incorporates the DREAM protocol for persistent, adaptive episodic memory. 

This work proposes a hybrid semantic bottleneck architecture that combines human-interpretable concepts with unconstrained latent representations. 
The model preserves high predictive accuracy while enabling faithful, instance-level explanations, validated through quantitative and qualitative experiments.

 Designed and implemented a hybrid contract system that combines runtime enforcement with compiler-level introspection to make coupling explicit and safe to evolve. 

 Production-grade content management system developed for a real client, designed to support content governance, editorial workflows, and long-term maintainability. The system was built using Laravel and Filament, with a focus on clean architecture, extensibility, and deployment-ready constraints typical of real-world environments. 

 A modular Python framework implementing the DREAM architecture for experimentation, simulation, and architectural validation. 

 Open-source CLI toolkit built in Go to model, validate, plan, and safely apply database architectures using a declarative approach, with explicit data ownership and governance for distributed systems. 

 A robust and scalable RPG system engineered for Discord using Python 3.10+. Unlike traditional bots, this engine implements a Modular Component-Based Architecture, strictly decoupling business logic from the UI layer. It features context-aware session management, complex dice algorithms, and is released under the AGPLv3 license to foster community-driven development.