Cody Cecchetto
@codycecchetto
I build production, air-gapped LLM agents and RAG systems for manufacturing workflows.
What I'm looking for
At Protocase, I built OTUS, an on-prem autonomous CAD and quoting suite that takes RFQs through manufacturability checks, quoting, and ERP push using self-hosted open-source models.
I also solo-built EDS Hub, a department-wide management-intelligence platform with 180 authenticated API routes, evidence-cited text-to-SQL analysis, MCP capabilities, and a data pipeline that reduced Overview load time from 36 seconds to 35 milliseconds.
My work centers on agentic systems, hybrid RAG, deterministic evaluation, and secure local inference. I build production tool-calling loops, policy gates, structured outputs, and observability around the principle that LLMs should plan while deterministic code computes.
Alongside hands-on engineering, I lead Engineering & Design Services operations at Protocase, including staffing, KPIs, hiring, coaching, workforce planning, audit programs, and large customer projects. I thrive owning ambiguous, high-impact AI problems with real users.
Experience
Work history, roles, and key accomplishments
Senior Manager, Engineering & Design Services
Protocase Inc.
Jan 2022 - Present (4 years 8 months)
Member of senior leadership group, holding complete control of Engineering & Design Services operations, including staffing, KPIs, and workforce planning. Drove the company's shift to local, open-source AI, standing up self-hosted LLM endpoints for department-wide use.
Education
Degrees, certifications, and relevant coursework
Nova Scotia Community College
Diploma, Mechanical CAD
2012 - 2014
Completed the Mechanical CAD Technician program, gaining expertise in CAD design and engineering documentation.
St. Francis Xavier University
Bachelor of Business Administration, Business Administration
2009 - 2011
Studied Business Administration, focusing on management and organizational principles.
Tech stack
Software and tools used professionally
GitHub
Kubernetes
GitHub Actions
DB
MySQL
PostgreSQL
SQLite
MariaDB
Node.js
Next.js
.NET
Telegram
OpenCV
Redis
Vanilla.JS
JavaScript
Java
JSON
PowerShell
PyTorch
FastAPI
Linux
Windows
JSON API
pytest
GuardRails
SOLIDWORKS
CUDA
SQL
Qdrant
Ollama
Playwright
LiteLLM
Port
vLLM
Caddy
Vite
Bash
pgvector
Agentic
Arq
ComfyUI
Loops
Unsloth
Qwen
Bridge
Claude Code
OpenCode
Bend
FastEmbed
Fingerprint
Goose
X++
Availability
Location
Authorized to work in
Job categories
Skills
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