Resume

Tony Cantave | Experience

Experience

2026 to Present

Founder and Software Developer

Local Flyer Ads, Connecticut

  • Founded a Connecticut digital screen advertising network on 10 inch Android displays in busy local businesses.
  • Building the screen management software that schedules, monitors and verifies ad playback.
  • Runs the daily CT Business Spotlight series on Facebook, Instagram and TikTok.

2026 to Present

AI Software Developer and Model Evaluation Engineer

Handshake AI (Project Hydra)

  • Evaluates AI model outputs against structured rubrics for instruction following, code correctness and response quality across high volume pipelines.
  • Writes and debugs Python and JavaScript samples used to train and benchmark large language models.
  • Designs prompt driven workflows and agent behaviors to improve model accuracy and reliability.
  • Documents technical findings and quality standards with project leads.

2022 to 2025

Master Contractor and Route Operations Lead

Capstone Logistics / Priority Express, New Haven, CT

  • Managed medical courier route networks serving hospitals, labs and diagnostic centers including the Yale hospital system, with strict chain of custody for specimens and pharmaceuticals.
  • Built automation scripts for dispatch communications, GPS fleet monitoring and troubleshooting.
  • Oversaw subcontractor onboarding, compliance and route assignments across multiple territories.

2016 to 2022

Production Manager and Manufacturing Systems Support

Linesets Inc. / Mueller, Ansonia, CT

  • Directed daily production across multiple HVAC manufacturing lines.
  • Implemented and integrated ERP and SAP systems to improve material tracking accuracy and automate reporting.
  • Reduced unplanned downtime with early detection protocols and preventive maintenance coordination.
  • Trained and mentored production staff on equipment, quality, safety and troubleshooting.

2014 to 2016

Plastic Injection Cell Operator and Equipment Technician

NPI Medical, Ansonia, CT

  • Operated molding equipment for precision medical components in an FDA regulated cleanroom.
  • Diagnosed mechanical and electrical issues to improve uptime.

2010 to 2014

Logistics and Fleet Operations Manager

MDCS, Derby, CT

  • Supervised fleet scheduling, logistics workflows and inventory tracking systems.

2005 to 2010

Shipping and Receiving Assistant Manager

ASML, Wilton, CT

  • Managed shipping workflows and inventory control in a semiconductor cleanroom manufacturing environment, supporting ERP and SAP reporting.

Skills

Languages
Python, JavaScript, Bash, SQL, PowerShell, HTML/CSS
AI and ML
LLM prompt engineering, model evaluation, RLHF data annotation, rubric based assessment, agent design, retrieval workflows
Tools
Git, REST APIs, JSON, ERP/SAP, VirtualBox
Cloud and Systems
Azure and AWS fundamentals, Entra ID, Active Directory, Windows, macOS, Linux
Operations
Lean manufacturing, production planning, fleet and dispatch optimization, quality and compliance

Certifications

  • CompTIA A+
  • CompTIA Network+
  • CompTIA Security+
  • CompTIA Cloud+
  • CompTIA CySA+
  • Lean Six Sigma Green Belt
  • OSHA 30 Hour General Industry

Education

Associate Degree, Charter Oak State College.

Currently pursuing a bachelor's degree in computer science.