Research in AI.
Technology primitives, rigorous validation, and engineering insights powering Nucleus products.
Technology Primitives.
What powers Nucleus products under the hood.
Models
- Llama 3 (Local)
- Anthropic Claude 3.5
- Mistral Small
Orchestration
- LangGraph
- Goose MCP
- Autogen
Infrastructure
- Kubernetes Edge
- On-Premise Inference
- Vector DB Pipelines
Rigorous Validation.
Every Nucleus product ships with deterministic state logging. We do not deploy systems that cannot be mathematically audited.
Before any autonomous loop is closed, human-in-the-loop interfaces collect active learning metrics. Only when statistical drift converges to zero does full autonomy activate.