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Brent Oakes

Designing and delivering scalable AI applications, cloud-native systems, and SaaS platforms. Specialized in LLM-powered applications, RAG architectures, and intelligent automation using Python, FastAPI, React, and AWS.

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About Me

Neural Architecture
LLMsRAGDistributed SystemsCloud

I'm a Senior AI Software Engineer with 8+ years of experience designing and delivering scalable AI applications, cloud-native systems, and SaaS platforms across healthcare, real estate, and enterprise environments.

My expertise spans LLM-powered applications, RAG architectures, AI agents, and intelligent automation. I specialize in integrating foundation models including GPT-4/5, Claude, Gemini, Llama, and AWS Bedrock into production systems that serve enterprise users at scale.

Currently based in Chicago, IL, I build production-grade solutions using Python, FastAPI, React, TypeScript, and cloud platforms—delivering systems that combine technical excellence with real-world business impact.

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BS Degree
Trinity University
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Chicago, IL
United States
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Elastech
Recent Role
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8+ Years
Experience
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Work Experience

A journey through building enterprise-scale AI systems and distributed infrastructure.

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Elastech

Senior AI Software Engineer

07/2023 – 04/2026Arlington Heights, IL
  • Architected production-grade clinical decision support platform using natural language interactions
  • Designed large-scale RAG platform across 1M+ documents, reducing hallucinations by 22%
  • Led AI agent workflows with LangGraph, LangChain, and MCP for multi-step reasoning
  • Built scalable AI inference services supporting 5,000+ concurrent users with 35% latency reduction
  • Integrated GPT-4/5, Claude, Gemini, AWS Bedrock, and Llama models with unified routing
  • Established AI evaluation and guardrail frameworks with hallucination detection
PythonFastAPILangGraphLangChainMCPAWS BedrockPostgreSQLDocker
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Grayphite

AI Full Stack Engineer

05/2021 – 06/2023San Jose, CA
  • Developed AI-powered customer engagement features using GPT-based models and Next.js
  • Designed end-to-end RAG workflows with FastAPI, Node.js, React, and vector search
  • Built real-time conversational AI and voice workflows reducing latency by 32%
  • Engineered persistent conversation memory using PostgreSQL, DynamoDB, and embeddings
  • Delivered cloud-native AI services on AWS using Docker, ECS, Lambda, and Terraform
FastAPINode.jsReactNext.jsAWSDockerPostgreSQLDynamoDB
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Epic

Full Stack Developer

06/2018 – 04/2021Madison, WI
  • Developed enterprise web applications using React, JavaScript, Node.js, and Python
  • Designed RESTful APIs and microservices for reporting and workflow automation
  • Built secure authentication with JWT, OAuth 2.0 for HIPAA-compliant systems
  • Optimized databases reducing query execution times by 30%
  • Modernized cloud-hosted applications on AWS with EC2, ECS, and CloudFormation
ReactNode.jsPythonAWSPostgreSQLMySQLJWTOAuth 2.0
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Featured Projects

Production systems that power enterprise AI capabilities and serve thousands of users.

Clinical Decision Support Platform
View Details

Clinical Decision Support Platform

Production-grade AI platform enabling healthcare professionals to retrieve treatment guidance through natural language interactions.

1M+ Documents22% Less Hallucinations5K+ Users
PythonFastAPILangGraphLangChain+4 more
AI Inference Platform with Model Routing
View Details

AI Inference Platform with Model Routing

Unified inference platform integrating multiple foundation models with intelligent routing, fallback strategies, and A/B evaluation.

Multi-Model35% Latency Reduction5K+ Users
PythonFastAPIOpenAIClaude+4 more
Real Estate SaaS with Conversational AI
View Details

Real Estate SaaS with Conversational AI

AI-powered customer engagement platform with conversational property search and automated listing generation.

32% Latency ReductionReal-time AIMulti-turn Conversations
FastAPINode.jsReactNext.js+4 more
Healthcare Analytics Platform
View Details

Healthcare Analytics Platform

Enterprise web applications and RESTful APIs supporting reporting, workflow automation, and analytics dashboards.

30% Faster QueriesHIPAA Compliant15% Better Uptime
ReactNode.jsPythonPostgreSQL+4 more
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Technical Skills

Deep expertise across the full AI and software engineering stack.

AI Engineering & Generative AI

GPT-4/5ClaudeGeminiLlamaMistralRAG ArchitecturesAI AgentsMulti-Agent SystemsLangChainLangGraphLlamaIndexModel Context Protocol (MCP)Prompt EngineeringTool CallingAI EvaluationGuardrailsHallucination MitigationConversational AIVoice AIMultimodal AIEmbedding PipelinesSemantic Search

Programming & Frameworks

PythonTypeScriptJavaScriptFastAPIFlaskDjangoNode.jsExpress.jsNestJSReactNext.jsREST APIsGraphQL

Cloud & DevOps

AWS BedrockAWS ECS/EKSAWS LambdaAWS S3AzureGCPDockerKubernetesTerraformCI/CDInfrastructure as CodeAutoscalingServerless

Databases & Architecture

PostgreSQLMySQLMongoDBDynamoDBRedisPineconeFAISSNeo4jVector SearchHybrid SearchMicroservicesEvent-Driven ArchitectureDistributed SystemsWebSockets
PythonTypeScriptReactNode.jsAWSAzureDockerKubernetesPostgreSQLRedisOpenAIClaudeFastAPINext.jsLangChainNeo4j
PythonTypeScriptReactNode.jsAWSAzureDockerKubernetesPostgreSQLRedisOpenAIClaudeFastAPINext.jsLangChainNeo4j
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Let's Build Together

I'm always interested in discussing new AI engineering challenges, enterprise platform opportunities, or innovative projects.

Send Me an Email
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