Jonathan S.
Full-Stack & AI Lead | RAG, Agents, Automation | 2x CTO | AI-Augmented
I've spent 15+ years architecting production systems - from AI persona agent to global livestreaming services and cybersecurity analytics at ๐๐ข๐ฌ๐๐จ. Two ๐๐๐ roles and a Director of Engineering gave me the architectural perspective that only comes from owning the entire technical surface of a company. As Granum's first Lead AI Engineer, I'm building GenAI infrastructure with a focus on agentic AI automations - powering intelligent workflows across Granum's unified software ecosystem. ๐๐ท๐ ๐ฝ๐ฎ๐ช๐ถ ๐ฌ๐ช๐ท ๐ฌ๐ช๐ต๐ต ๐ช๐ท ๐๐๐. ๐ฃ๐ฑ๐ฎ ๐ญ๐ฒ๐ฏ๐ฏ๐ฎ๐ป๐ฎ๐ท๐ฌ๐ฎ ๐ซ๐ฎ๐ฝ๐๐ฎ๐ฎ๐ท ๐ช๐ท ๐๐ ๐ญ๐ฎ๐ถ๐ธ ๐ช๐ท๐ญ ๐ช๐ท ๐๐ ๐น๐ป๐ธ๐ญ๐พ๐ฌ๐ฝ ๐ฒ๐ผ ๐ฝ๐ฑ๐ฎ ๐ช๐ป๐ฌ๐ฑ๐ฒ๐ฝ๐ฎ๐ฌ๐ฝ๐พ๐ป๐ฎ ๐พ๐ท๐ญ๐ฎ๐ป๐ท๐ฎ๐ช๐ฝ๐ฑ ๐ฒ๐ฝ ๐ช๐ท๐ญ ๐ฝ๐ฑ๐ฎ ๐ฎ๐ท๐ฐ๐ฒ๐ท๐ฎ๐ฎ๐ป๐ฒ๐ท๐ฐ ๐ญ๐ฒ๐ผ๐ฌ๐ฒ๐น๐ต๐ฒ๐ท๐ฎ ๐ฝ๐ฑ๐ช๐ฝ ๐ด๐ฎ๐ฎ๐น๐ผ ๐ฒ๐ฝ ๐ป๐ฎ๐ต๐ฒ๐ช๐ซ๐ต๐ฎ. ๐ค I'm also deeply invested in AI-assisted development as a force multiplier. I use tools like Claude, Cursor, and Copilot daily and actively coach teams to do the same - writing better prompts, building with AI-in-the-loop, and shipping faster without sacrificing quality. โค What I build โข Full-stack AI products - End-to-end design and development of AI-powered applications: AI chatbots and virtual assistants, RAG-based knowledge portals, financial document processing and compliance analysis, healthcare clinical note summarization and intake automation, legal contract review and clause extraction, real estate listing generation and market analysis, e-commerce product enrichment and recommendation engines. โข AI automation & workflows - LLM-driven pipelines that replace manual processes: document analysis, report generation, data extraction, email summarization, intelligent routing โข Multi-agent systems - Autonomous agents that plan, reason, use tools, and collaborate to complete complex tasks (research, analysis, content generation, data pipelines) โข RAG-powered knowledge systems - Production RAG with vector search, hybrid retrieval, reranking, and domain-specific chunking strategies for accurate, grounded responses โข Conversational AI & assistants - Custom chatbots, copilots, and AI assistants with memory, tool use, and guardrails - deployed into Slack, web apps, and internal tools โค Track record โข Lead AI Engineer, Granum: Building GenAI infra and agentic AI automations for landscaping and arborist businesses across Granum's unified ecosystem (LMN, SingleOps, Greenius) โข CTO, Asha.ai: I led the transformation of an experimental prototype into a robust platform for building lifelike AI personas. I architected core systems including vector search, retrieval-augmented generation, and tone-aware response modeling. I also built and now lead a small, fast-moving team that ships meaningful features such as proactive outreach, personality calibration, and memory-based interactionโall designed to preserve human connection and personal legacy at scale. โข CTO, Driift Live: Designed the architecture behind a globally available ticketed livestreaming and e-commerce service. Transformed the platform from B2C to B2B2C SaaS while dramatically reducing infrastructure costs. โข Director of Engineering, Dreamstage: Built the e-commerce and livestreaming platform from the ground up for ticketed events, contributing directly as an engineer while growing the org. โข Software Engineer, Thuuz Sports: Led development of a React + Django platform where TensorFlow models detected actions in live sporting events and generated highlight clips in real time. โข Software Engineer, Cisco: Led the front-end architecture for Secure Malware Analytics (formerly ThreatGRID), rebuilding the UI in React post-acquisition. โค Tech Stack โข LLM / Agents / Automation OpenAI, Anthropic Claude, Google Gemini, open-source (Llama, Mistral) Orchestration & Agents - LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, ChatGPT App, MCP, tool-calling / function-calling patterns, multi-agent orchestration, agent memory and planning RAG & Knowledge - Cloud vector stores, chunking strategies, hybrid search, reranking, knowledge graphs, memory systems, personality modeling, tone-aware retrieval Automation & Workflows - n8n, Zapier โข Full-Stack Frontend - React, Next.js, TypeScript, Tailwind CSS Backend- Python, Django, FastAPI, Nest.js, C# / .NET, Java / Spring Boot Database - PostgreSQL, Redis, MongoDB, Supabase, SQL Server โข Cloud & Infrastructure Azure - Azure Functions, App Service, Blob Storage, Azure OpenAI Service, AI Search, Cognitive Services, Azure ML, Synapse Analytics, Data Factory, Databricks AWS - Lambda, ECS/Fargate, S3, SQS, RDS, , Bedrock, SageMaker, Redshift GCP - Cloud Run, Cloud Functions, Cloud Storage, BigQuery, Vertex AI, Gemini API, Document AI, AutoML, Pub/Sub DevOps - Docker, Terraform, GitHub Actions, CI/CD pipelines โข AI-Assisted Dev - Cursor, Claude Code, GitHub Copilot, Windsurf โข Low-Code Platform - ๐๐ฅ๐๐ซ๐ข๐ฌ ๐ ๐ข๐ฅ๐๐๐๐ค๐๐ซ (10+ products, custom apps, relational database, scripting, Web Direct) Let's talk!