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JesseVent/README.md

Jesse Davies

agenticlab.com.au

Solutions Engineer & AI Architect with 17+ years designing and deploying production AI systems across government, healthcare, and enterprise. I turn complex AI capabilities into working developer tools and production solutions from real-time voice agents and agentic workflows to MCP servers, evaluation frameworks, and secure enterprise integrations.


What I do

  • 🤖 Agentic & voice AI MCP servers, RAG pipelines, function calling, n8n orchestration, eval-first delivery
  • Production AI for government & enterprise secure, integrated, and built to ship
  • 🛠️ Developer tooling & data platforms the tools and infrastructure teams actually use day to day
  • 🔀 Data profiling, cataloguing & interoperability lineage, OMOP/healthcare, de-identification

Career highlights

  • $37.6B in tax compliance revenue at the ATO unified profiling platform scaled to 8,000+ daily users, targets hit a year early ($4B over)
  • One of the first AI automation projects in the Australian Public Service (2012) ~$5M/year saved, ATO Line Award
  • CIO-sponsored GPU ML build off the back of a top-16% Kaggle finish in the TensorFlow Speech Recognition Challenge
  • Led SAP ML proof-of-concept commissioned by the Minister
  • Built DHS online payment management ~$500K/day in repayments and the agency's first online payment arrangements
  • Built the Customer Journey dashboard for the DHS CIO digital twin of end-to-end claims, presented at external innovation forums
  • Partnered with McKinsey on graph analytics precursor prototypes to the ANGIE visualisation project
  • Solution architect and internal consultant for the CDO of SA Health
  • Delivered SA Health's first complete data dictionary AI profiling tools and agentic harnesses across a two-decade-old environment

Now

  • Founder & Principal AI Consultant @ Agentic Labs production AI for government and enterprise

    • DataCatalogs.ai (live) AI-powered data cataloguing platform
    • PromLabs OMOP analytics and clinical data tooling
    • SecuredTogether.io client-side de-identification with HIPAA/GDPR artefacts
    • Amelia real-time voice/video agent integrated with HubSpot via MCP + n8n
  • Principal Health Insights Analyst (AI Specialist) @ SA Health

    • Private Snowflake Cortex LLM environment (zero-egress)
    • Automated OMOP code mapping via dbt
    • Agentic executive reporting
  • Advisor, SMEC AI Pathfinder solution design and architecture guidance for early-stage AI founders


Developer evolution (2012–2026)

Era Years Focus Key technologies
Lean, Automation & Analytics 2012–2015 Process automation, BI & data viz LEAN/Kaizen, SQL, Cognos, SAP HANA & CRM, JavaScript
Solution Architecture & Advanced Analytics 2016–2019 Solution design, architecture & ML R, Python, HTML/CSS/JS, Teradata
Solutions Engineering & Risk Analytics 2020–2024 App development, risk & enterprise data SQL, GSQL, Snowflake, TypeScript, Python, R
Agentic AI, SaaS & App Dev 2025–2026 Production AI & full-stack SaaS TypeScript, Next.js, Python, PLpgSQL, Supabase, C, Shell

Tech & tools

  • Languages: Python · TypeScript · JavaScript · R · SQL
  • Frontend: React · Next.js · TailwindCSS · Shiny · Streamlit
  • AI / Agentic: MCP servers · RAG · pgvector · vector embeddings · eval frameworks · function calling · Voice AI · n8n
  • Databases & data platforms: Teradata · DB2 · Oracle · SQL Server · SAP HANA · Snowflake · PostgreSQL · Supabase · DuckDB · Cloudera
  • Cloud & delivery: Azure (OpenAI, DevOps) · AWS · GCP · Docker · CI/CD · Solution Architecture

Certifications & Training

  • Microsoft Azure AI (Platinum)
  • NVIDIA Deep Learning
  • Cloudera Data Analyst
  • SAFe 4
  • SAP HANA & CRM
  • Teradata SQL
  • Current Baseline Security Clearance

@JesseVent

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