Tim Iordan — AI Engineer & Technical Lead

I design, build & ship AI systems that hold up in production.

I'm Tim Iordan — I build agentic AI systems end-to-end, and the automation, tooling, and quality engineering that keep them reliable. From LLM orchestration to full-stack delivery, I take ideas from prototype to production.

iwarden · agent
0K+

AI events analyzed for reliability

0+

automated tests authored

6+

systems designed, built & shipped

Available for select engagements. I design and build AI systems — and the automation and quality engineering that make them dependable.

What I do

Capabilities

01

AI Systems & Agent Engineering

Designing and building agentic systems that use AI properly — LLM orchestration with structured outputs, streaming, retrieval, and evaluation loops. Turning models into products that behave predictably in the real world.

02

Full-Stack Development & Automation

Building production systems end-to-end — services and APIs in Python and C#/.NET, web and mobile front-ends, data pipelines, and the internal tooling and automation that make delivery fast, repeatable, and hard to break.

03

Test Automation & Quality Engineering

Multi-layer automation frameworks, requirement-to-test traceability, defect automation synced to issue trackers, and audit-grade reporting — regression running on a scheduled CI/CD cadence so releases ship with confidence.

04

AI Reliability & Observability at Scale

Instrumenting production AI, profiling hundreds of thousands of events to find failure modes, and building gold-standard evaluation suites with LLM-reviewed ground truth that catch model drift before it reaches users.

Selected work

Things I've built & led

AI · Orchestration

Agentic Workflow Compiler

A conversational engine that elicits a use case and compiles it into a validated, executable workflow — five-phase pipeline, LLM structured outputs, streaming, and a visual node editor.

Python · FastAPI · Next.js · GPT-4o

AI · Quality

Model-Drift Regression Harness

A 900+ sample, 21-category gold-standard suite with LLM-reviewed ground truth that auto-asserts across detection, classification, matching and OCR — catching drift before release.

Python · pytest · Vision ML

QA · Enterprise

Enterprise QA Automation Framework

A modular, multi-layer automation framework for a large institutional platform: requirement-test traceability, issue-tracker-synced defect automation, scheduled regression, and audit/compliance reporting.

UiPath Test Suite · Jira · CI/CD

Backend · Infra

AI Pipeline Platform APIs

Production REST + gRPC services for pipeline storage, validation and caching on a provider-agnostic ORM across two database engines, with async validation and webhook cache invalidation.

C# · .NET · gRPC · Redis

QA · Automation

UI Testing & Flakiness Detection

A browser-automation framework that crawls dynamic UIs, uses multi-signal oracles (API, route, DOM, overlay) to confirm real interactions, skips destructive controls, and reports flaky elements.

Playwright · TypeScript

Mobile · On-device ML

On-Device Ensemble-OCR App

A privacy-first, cross-platform app that runs multiple OCR engines on-device and merges them by majority vote, with duplicate detection, categorization, and one-tap accounting exports.

Flutter · Dart · On-device ML

Toolkit

The stack I reach for

Python C# / .NET TypeScript Dart / Flutter FastAPI Next.js gRPC LLM Agents Playwright pytest UiPath Test Suite Jira SQL Server / Postgres Redis Azure Docker

About

I build AI systems end-to-end — and I care whether they actually work.

Tim Iordan · Founder, I Warden Corp.

I design and ship agentic AI systems and the full-stack engineering around them, and I've directed AI teams doing the same. I'm equally at home wiring up an LLM orchestration pipeline, shipping a .NET or Python service, or building the automation and evaluation that prove it all holds together.

What I care about is using AI properly — with the guardrails, tests, and observability that turn an impressive demo into dependable software. That's what I Warden is about.

let's talk 👋

Contact

Let's build something dependable.

Scoping a first AI agent, hardening one that's already live, or standing up a QA practice that scales — I'd be glad to help.

tim@iwarden.ca Response within 1–2 business days