AI/ML Engineer & Researcher building trustworthy AI systems for Finance and Health.
Building grounded LLM applications with retrieval, routing, evaluation, and monitoring.
PythonDjangoLLMsRAGPrompt EngineeringEvaluation HarnessesMonitoringCitations
Claim-first RetrievalAnswer GroundingRouter DesignMulti-provider AI ClientsAzure OpenAIAWS Bedrock
Designing pipelines, classification systems, and production analytics across structured and unstructured data.
SQLAWSS3GlueSageMakerSnowflakeElasticSearchMongoDB
ClassificationFew-shot LearningEnsemblingAbstention DesignLSTMK-meansTF-IDFData Pipelines
PowerBIKibanaServiceNow
Researching negotiation, cooperation, and generalisation in agentic systems.
Multi-agent SystemsCooperative AINegotiationSocial DilemmasGeneralisationExploitability MetricsAgent Evaluation
ConcordiaPartner ChoiceReciprocityReputation ManagementSanctioning
Connecting technical systems work with governance, public engagement, and high-stakes domain needs.
Participatory DesignCo-creationSpeculative DesignReflexive Thematic AnalysisAI GovernanceExplainabilityPublic Engagement
FinanceInvestment ResearchMarket MonitoringHealthcare ResearchCancer Research AnalyticsTrustworthy AI