Research Programmes

Six research directions. One mission.

YARA Research investigates AI through six interlocking programmes, each exploring a distinct dimension of intelligent systems, from reasoning and architecture to safety and governance.

P01 active

Intelligence & Reasoning

Investigating the nature, architectures and mechanisms of machine intelligence, from reasoning and inference to model architecture and knowledge representation.

LLM reasoning and inference-time scalingSmall language modelsMultimodal intelligence
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P02 active

Agentic & Agentless Systems

Investigating autonomous and non-autonomous approaches to intelligent task execution, comparing agent architectures, agentless alternatives, and hybrid strategies.

Agent architecturesAgentless intelligenceMulti-agent coordination
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P03 active

AI Engineering & Software Systems

Researching how AI transforms software engineering and development infrastructure, from coding agents to AI-native software development lifecycles.

Coding agent architecturesAI-native SDLCSpecification-driven development
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P04 active

Local AI & Efficient Intelligence

Making AI more efficient, accessible and independent of centralised infrastructure, through local inference, model optimisation and resource-aware computing.

Local model inferenceQuantisation and optimisationSLMs and specialised models
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P05 active

Knowledge, Context & Memory

Understanding how intelligent systems acquire, retain, retrieve and use information, from context engineering to persistent knowledge architectures.

Context engineeringLong-term memory architecturesKnowledge graphs
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P06 active

AI Safety, Evaluation & Governance

Ensuring intelligent systems are reliable, secure, measurable and accountable, through rigorous evaluation, guardrails and responsible AI practices.

AI evaluations and benchmarksAgent securityGuardrails and policy enforcement
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