PUBLISHED WORKS
Explorations into the frontiers of artificial intelligence, systems engineering, and human-computer symbiosis.
Autonomous Agent Orchestration in Distributed Systems
This paper introduces a novel framework for coordinating multi-agent systems without a central controller. By leveraging a decentralized consensus protocol tailored for LLM-based agents, we achieve a 40% reduction in latency and a 99.9% uptime in adversarial environments. The study focuses on failure recovery schemas and dynamic resource allocation.
Self-Correction Mechanisms in Large Language Models
We explore verify-and-edit loops where models act as their own critics. Our results demonstrate that recursive criticism significantly reduces hallucination rates in reasoning tasks. The paper proposes a 'Reflection Token' architecture that triggers internal audit processes before output generation.
Multimodal Logic Gates: bridging Vision and Text
A low-level approach to processing visual inputs as logic operators for textual reasoning. This research validates the efficacy of 'Visual Tokens' in boolean operations, enabling more precise control over image-conditioned text generation.
The Economics of Token-Based Computing
Analyzing the cost-per-inference trends and predicting the inflection point for universal access. We model the market dynamics of compute credits and propose a futures market for GPU availability to stabilize pricing for large-scale training runs.