APPProduct
Applied AI Product Engineer
User-facing copilots, workflow intelligence and AI features inside an existing product.
AI product featureAPI integrationHuman-in-the-loop UX
PythonTypeScriptFastAPINext.js
LLMModels
Generative AI & LLM Engineer
Model selection, structured generation, tool use, fine-tuning and quality evaluation.
Prompt systemModel routingEvaluation suite
OpenAIAnthropicGeminiHugging Face
AGTProduct
AI Agent Developer
Agentic workflows that plan, call tools, respect permissions and hand consequential steps to people.
Agent workflowTool gatewayApproval controls
LangGraphMCPPythonNode.js
RAGData
RAG & AI Search Engineer
Permission-aware enterprise search, grounded answers, citations and retrieval evaluation.
Ingestion pipelineHybrid retrievalGrounded answers
pgvectorQdrantElasticsearchLlamaIndex
MLEModels
Machine Learning Engineer
Forecasting, classification, anomaly detection, ranking and custom predictive systems.
Training pipelineModel serviceDrift baseline
PyTorchscikit-learnXGBoostSQL
OPSOperations
MLOps & LLMOps Engineer
Repeatable deployment, observability, model and prompt versioning, rollback and cost control.
CI/CD pipelineModel registryQuality monitoring
DockerKubernetesMLflowCloud
DATData
AI Data Engineer
Reliable ingestion, transformation, feature, retrieval and analytical data foundations.
Data contractsFeature pipelineVector data layer
PythonSQLSparkPostgreSQL
NLPModels
NLP & Voice AI Developer
Conversational AI, transcription, extraction, multilingual text and speech workflows.
Conversation flowSpeech pipelineLanguage evaluation
TransformersWhisperPythonWebRTC
VISModels
Computer Vision Developer
OCR, document intelligence, image understanding, detection and visual inspection.
Vision pipelineLabeling protocolEdge inference
OpenCVPyTorchONNXMultimodal models
ARCOperations
AI Solutions Architect
Cross-system architecture, build-versus-buy decisions, governance and scale planning.
Reference architectureRisk registerDelivery roadmap
AWSAzureGoogle CloudOpen models
NUXExperience
AI & Neural Experience Engineer
Explainable AI interfaces, generative UI, streaming feedback and confidence-aware interactions.
AI interaction modelAdaptive interfaceTrust states
ReactNext.jsTypeScriptDesign systems
XRIExperience
Spatial & XR AI Engineer
Context-aware spatial interfaces using voice, vision, gesture and real-world signals.
Spatial prototypeMultimodal inputAdaptive scene logic
WebXRThree.jsUnityComputer vision