Andrew Lavoie

Solutions Engineering Leader · GenAI Architect

Lifelong tinkerer who never stopped writing code

10+ years across enterprise presales, consulting, and delivery for Fortune 500 and US Public Sector clients. Builder of production GenAI solutions across the full LLM stack — eval, inference, orchestration. Grounded in a career of networking, Linux, and cloud infrastructure. M.S. Cybersecurity. USAF veteran.


Projects

Legacy Application Modernization

Architected LLM-powered workflows and agents that modernize COBOL mainframe applications into reactive web applications — automated documentation generation, code translation, and code review. AWS environment management (Gitea + Grafana).

LLMPythonAWSCOBOLClaude

Application Analysis with GenAI

Total owner from presales through delivery. Used Claude Code and Continue.dev to document complete application architecture and dataflow for a routing/dispatch system lift-and-shifted to cloud without a functional baseline. Proved system functionality to stakeholders and converted into a follow-on contract.

Claude CodeArchitectureGenAI

Contract Analysis Automation

Built an LLM-based system for Statement of Work validation — comparing contractor deliverables against requirements with automated compliance scoring.

LLMPythonMongoDBAutomation

Document Intelligence

Implemented a multimodal LLM solution for standardizing college transcript data extraction in an end-to-end automation pipeline (UiPath RPA connecting services).

Multimodal LLMUiPathPython

DISA Regression Testing Automation

Engineered ISP solutions for WAN replication to test protocol interop between Cisco and Juniper devices (MPLS L3VPN/L2VPN, BGP). Led team to build an automation solution that cut test time from 12 weeks to 8 hours.

PythonNetworkingAutomationMPLSBGP

LLM Propensity-to-Buy Dashboard

Hand-selected participant in a 48-hour MongoDB hackathon (team of 8, North America). Built a Streamlit dashboard integrating Salesforce, Chorus, and a company data lake — linear regression + LLM narrative to surface customers most likely to purchase Atlas Search.

PythonStreamlitLLMSalesforceGPT-3

Experience

Invoke Public Sector2024 – Present

Director of Solutions Engineering

Grew GenAI practice from $600K → $3.2M. Led presales and post-sales for 3 AEs, 1 CSM, 4 delivery leads, 32 consultants.

MongoDB2021 – 2024

Senior Solutions Architect — DoD & Federal Civilian

Database expert for public sector enterprise accounts across DoD, SLED, and Fed Civilian segments.

UiPath2021

Presales Technical Consultant — DoD

RPA sales engineer for Army and Navy strategic accounts.

Red Hat2019 – 2020

Midmarket Solution Architect

Mid Market SA Rookie of the Year FY2020. 275% Single Year Bookings attainment.

Cisco Systems2018 – 2019

Network Consulting Engineer

Solutions design and validation for US Public Sector federal agencies in unclassified and IL5 environments.

United States Air Force2014 – 2018

Senior Network Engineer, 83rd NOS

99.999% uptime across $10B mission-critical infrastructure at 128 locations. Technical SME for Cisco routing and BGP/OSPF.


What I'm Reading

Do Androids Dream of Electric Sheep?

Philip K. Dick

Neuromancer

William Gibson

Artemis

Andy Weir


Skills

Claude / Anthropic APIsModel Context ProtocolLangFusePromptfoovLLM / llama.cppHugging FacePythonJavaScriptBashLinuxDockerKubernetesAnsibleAWSMongoDBPostgreSQLWeaviate (RAG)BGP / OSPFDISA STIGNIST 800-53