Buildproduction-readypipelinesfromdataingestionthroughtoinference ExperiencewithobservabilityforAIsystems,includingagentbehaviour,modelperformance,andfailuremodes Collaboratewithengineers,productleads,andcustomerstotranslaterequirementsintoworkingsystems Contributetoevaluationframeworks,systemintegration,andperformancetracking ActasatechnicalauthorityforagenticAI-settingdesignpatternsforjuniorengineers Requirements Commercialexperiencebuildingmulti-agentoragenticAIsystemsinproduction StrongPythonskillsandhands-onexperiencewithLLMframeworks(LangGraph,LangChain,Haystack,orsimilar) ExperiencedeployingAI / MLsystemsintoproductionenvironments FamiliaritywithDocker,Git,andcloudplatforms(AWSpreferred) Understandingofsecuredeploymentpatterns-air-gapped,on-premises,orsovereigncloud … Preferred Experiencewithmultimodalreasoning ExperiencewithedgeorofflineAIdeployments FamiliaritywithKubernetes(EKS / OpenShift)formonitoringandmanagingdeployedapplications MLOpsexperience-modelevaluation,monitoring,reproducibility Observabilitytoolingforagenticsystems(modeldrift,agentbehaviour,performancemonitoring) Experiencewithagentorchestrationpatternsandinter-agentcommunicationprotocols(e.g.A2A) FamiliaritywithMCPsfortoolandcontextintegrationinagenticsystems Familiaritywithsecure-by-designdevelopmentprinciples(ISO27001,NIST,OWASP) Experienceindefence,nationalsecurity,orsimilarlyregulatedenvironments Contributionstoopen-sourceAI / MLprojects An active SC or DV is highly desirable for these roles SoftSkills Delivery-focused-youshipworkingsystems ...