OMEGA Project
Research
OMEGA Project research is structured around a single question: how can AI be securely engineered and embedded into everyday life through practical, modular and responsible engineering? Everything documented here is evidence gathered in pursuit of that answer.
Research Programmes
Platform Engineering
In ProgressInvestigates how AI infrastructure can be built securely and maintainably. Can open-weight models be operated responsibly using standard engineering practices?
Security & Trust
In ProgressInvestigates the attack surface of AI systems. How can LLMs be threatened, how can those threats be identified, and what controls meaningfully reduce risk?
Knowledge & Retrieval
In ProgressInvestigates how AI systems can be grounded in accurate, controlled knowledge. What are the security implications of retrieval-augmented generation pipelines?
Home Integration
In ProgressInvestigates how AI capability can be embedded into everyday domestic environments through controlled APIs and responsible, observable integration patterns.
Voice Interaction
PlannedWill investigate how natural speech interfaces can be built that are practical, reliable and secure at the household level without requiring cloud dependency.
Agents & Automation
PlannedWill investigate where autonomous AI agents genuinely add value and what security controls are required to operate them safely in a real-world environment.
Platform Models
Models are evaluated on OMEGA Core as part of the research programme. Each entry documents the model's purpose, configuration, and findings as evaluation progresses.
Browse the full Ollama model catalogue →
Base Models
Primary general-purpose reasoning and evaluation baseline
Evaluate model behaviour with reduced safety guardrails
Custom OMEGA Models
Minimal persona experiment — total behavioural constraint on a 1B base model
Calibration study — effect of overconfidence persona conditioning on model uncertainty expression
Evaluate empathetic conversational AI behaviour and safety boundary maintenance
Persona evaluation — constrained communication style and instructional framing
Evaluate AI in workforce advisory and HR decision-support contexts
Structured AI education and concept explanation
Evaluate AI in regulatory compliance and governance advisory roles
Security-by-design advisory and architecture review support
Automated code security review and vulnerability identification
Security operations and SOC analyst decision support
Threat intelligence analysis and adversary reasoning
Persona-protection evaluation — layered defence against prompt extraction and character breaks