Founder & AI Systems Architect · ORDIS · SoundByGaia

I build AI systems with explicit authority boundaries, durable execution and evidence that can be inspected. My work combines local language models, systems engineering and practical software delivery.

Operational Reasoning & Distributed Intelligence System is my ongoing independent engineering project. I design its architecture around a simple requirement: a model’s suggestion must pass through the system’s authorization and verification boundaries before it becomes an action.

My engineering focus includes:

• Governed autonomy: scoped capabilities, approval gates and separation between reasoning and authority.
• Reliable execution: durable task state, recovery paths and auditable tool use.
• Evidence and memory: provenance, explicit uncertainty and continuity across sessions.
• Local inference: model evaluation, hardware-aware deployment and reproducible experiments.

ORDIS is under active development. Its autonomy roadmap is staged; planned capabilities are evaluated before promotion.

I prefer explicit contracts, measurable behavior and small changes that can be verified. I evaluate models in the workflows they will actually run, including tool use, uncertainty handling and failure recovery.

Core tools: Python · Rust · Ada · Linux · local LLM inference

I also build websites and business tools through SoundByGaia, bringing systems thinking to practical customer problems.

Website · LinkedIn · ORDIS on YouTube · Instagram

Open to conversations about AI systems architecture, local inference, evaluation and useful software.