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AI Systems Architect

AI Systems Architect

AI Systems Architect | Cognitive Infrastructure Engineer

Building Constrained Autonomous Systems That Earn Trust.

34 Parallel Agents
<10min Migrations

An unscoped AI agent modified production AWS routing tables. The blast radius was contained — but barely. That incident is why I build governance into every AI system from day one.

From incident to framework: Read-only agent accounts by default, approval gates before any write, failure states that bound damage to a single service. 34 parallel agents now run with deterministic boundaries and full audit trails.

What I ship: 5-agent migration system (289 endpoints, under 10 minutes each), 90% error reduction in schema mapping, GPT-3 in production before ChatGPT existed. Built the TRW Framework: 19 MCP tools for AI coding agents, beta across 5 platforms.

Open to Work
Remote / Hybrid

Constrained Autonomy

AI that earns trust

How I Build AI

What People Say
Working with him is a masterclass.
Guillermo Vergara
Software Engineer, Unicity
On technical mentorship

AI Milestones

At a Glance

AI/ML Stack

Core Skills

Skill Categories

Credentials

Execution Log

Jan 2026 - Present
The Real Work (TRW) Framework

Creator & Lead Engineer

Salt Lake City, Utah
Technology used in this role
TypeScript
Backend automation & AI scripting
Python
Technology used in this role
MCP
Technology used in this role
Multi-Agent Systems
Technology used in this role
YAML
Technology used in this role
CLI Tooling
Technology used in this role
Claude Code
Technology used in this role
VS Code
Technology used in this role
Vitest
Technology used in this role
pytest

Created TRW, an open methodology framework for AI-assisted software development. Built persistent memory, structured workflows, and quality gates so AI coding agents compound discoveries across sessions and projects instead of resetting to zero.

  • Built 19 MCP tools implementing a 6-phase execution lifecycle with quality gates, automated verification, and structured workflows for AI coding agents.

  • Designed multi-agent team coordination with 4 specialized roles (lead, implementer, tester, reviewer) working in parallel with file ownership validation and deterministic task boundaries.

  • Developed cross-project persistent memory with impact scoring. Discoveries in one project surface automatically in similar scenarios across sessions and codebases.

  • 2,600+ tests, strict type checking, Python verification gates. In beta across 5 coding platforms (Claude Code, VS Code, Windsurf, Aider, OpenCode).

Jan 2025 - Jan 2026
Unicity International

Staff Software Engineer | AI Systems Architect

Provo, Utah
Generative Artificial Intelligence workflows
GenAI
Large Language Models implementation
LLMs
Technology used in this role
TypeScript
Backend automation & AI scripting
Python
Abstract Syntax Tree code analysis
AST Parsing
Server-side scripting & legacy systems
PHP
Amazon Web Services
AWS
Container orchestration system
Kubernetes
Technology used in this role
GitHub Actions
Continuous Integration/Deployment
CI/CD
Optimizing LLM context windows
Context Engineering
Technology used in this role
MCP

Promoted to Staff from Engineering Manager (2+ years total at Unicity, Nov 2023 - Jan 2026). Led AI-powered modernization for a global platform (53 markets). Built the multi-agent system that made 289 endpoint migrations possible. (IC track — AI migration systems and tooling)

  • Autonomous Migration Swarm: Built 5-specialized-agent system with human-in-the-loop checkpoints. 289 migrations at <10min each, 90% error reduction. Chose phased rollout over full automation to preserve rollback optionality.

  • Constrained Agent Orchestration: Ran 34 parallel AI agents with deterministic validation boundaries. Schema mapping went from weeks to hours with full audit trails.

  • Digital Archeology: Performed bytecode analysis on legacy Acucobol without source access, producing 45+ migration specs, each mapping behavior that had never been documented in 20 years. Constrained model output through authoritative context injection.

  • AI-Consumable Infrastructure: Designed Truth Source architecture that agents navigate through structured context instead of pattern-matching. Reduced speculative output through authoritative context, schema constraints, and deterministic validation.

Nov 2023 - Jan 2025
Unicity International

Engineering Manager / Technical Lead

Provo, Utah
In-memory data structure store
Redis
Observability & monitoring service
Datadog
Feature flag management
LaunchDarkly
Server-side scripting & legacy systems
PHP
Technology used in this role
Laravel
Containerization platform
Docker
Amazon Web Services
AWS
Continuous Integration/Deployment
CI/CD
Technology used in this role
TravisCI
Berkeley Packet Filter for tracing
BPF

Hired to migrate a 289-endpoint legacy system to Laravel. Achieved 96% production traffic with zero major incidents while driving $336K+ annual cost savings. (Management track — platform modernization and delivery)

  • Led migration of 289 API endpoints achieving 96% production traffic on Laravel, delivering 34% faster response times and 4x order processing improvement (300→1,300 orders/5min).

  • Achieved $336K annualized savings (FinOps tags + invoices): cloud infrastructure ($278K), DataDog optimization 62.5% ($12K→$4.5K/month), RDS consolidation ($32K). Removed 500,000 lines legacy code.

  • Built production observability infrastructure: implemented on-call rotations, automated alerting, monitoring dashboards, and a real-time debugging toolkit (Redis/Xdebug/BPF) reducing MTTR by 95% (incident logs, 90-day window).

  • Diagnosed Redis pooling issue achieving 95% DNS resolution improvement and 97-98% OTP auth improvement.

  • Mentored 10+ engineers through 185+ 1:1 sessions with career frameworks and growth records. CTO recognition: 'Tyler is AI' for innovation leadership. Built the kind of team where people stayed through hard projects — zero attrition during the entire 289-endpoint migration.

  • Led first load test in company history—5 sessions, zero system failures, 85-90% confidence for peak traffic. Attended every strategic meeting throughout tenure.

  • Built 50 per-developer daily/weekly metric reports tracking adoption and bottlenecks per-ticket/per-feature/per-developer; built 0→1,500 automated test cases driven by business requirements from tickets and QA features.

Feb 2022 - Oct 2023
ButcherBox

Principal Engineer

Remote
Early LLM API integration
OpenAI GPT-3
Frontend UI library
React
Technology used in this role
TypeScript
Javascript runtime environment
Node.js
Microsoft cloud computing services
Azure
Container orchestration system
Kubernetes
Continuous Integration/Deployment
CI/CD
Technology used in this role
GitHub Actions
Technology used in this role
Shopify
Technology used in this role
Instacart

Promoted to Principal Engineer from Senior Lead (4+ years total at ButcherBox, Jul 2019 - Oct 2023). Owned architecture decisions for a platform processing $2B+ in transactions. Led cross-team architecture, pioneered early GenAI adoption, and single-handedly led flagship Instacart and Shopify integrations.

  • GPT-3 Pioneer (2022): Implemented enterprise GPT-3 deployment before mainstream adoption. Automated support workflows saving ~2 hours/week/employee. Built evaluation framework for when AI adds value vs. simpler solutions.

  • Cognitive Test Architecture: Built AI-driven scenario generation for environment-agnostic test data, accelerating CI/CD velocity 3x while maintaining deterministic test outcomes.

  • AI Governance: Built evaluation frameworks for AI adoption decisions — when to use an LLM vs. when simpler solutions suffice. Created structured criteria that prevented over-engineering.

July 2019 - Feb 2022
ButcherBox

Senior Lead Software Engineer

Boston, Massachusetts
Container orchestration system
Kubernetes
Kubernetes package manager
Helm
Containerization platform
Docker
Asynchronous system design
Event-Driven Arch
Decoupled service architecture
Microservices
Microsoft cloud computing services
Azure
Technology used in this role
TypeScript
Continuous Integration/Deployment
CI/CD
Technology used in this role
GitHub Actions
Technology used in this role
Zendesk

Joined right before COVID hit and order volume went through the roof. Built the Operations engineering team from zero (just me) to 9 engineers, broke it into specialized squads, then transitioned to lead all three teams through a monolith-to-microservices migration during COVID-19 10x traffic surge.

  • Built Operations engineering team from 0 (solo) to 9 engineers, then broke it into specialized squads: Operations backend, CS Support (Zendesk dashboard app), and backend API migration team.

  • Transitioned to lead all 3 teams simultaneously—12 engineers total across Operations, CS Support, and API migration—with clear ownership and delivery accountability.

  • Engineered backend optimizations handling 10x traffic surge during COVID with zero scaling incidents, while competitors experienced significant downtime.

  • Built platform recognized internally as gold standard for Testing, Stability, Documentation, Innovation, and cross-department collaboration.

  • Led migration from monolithic architecture to Event-Driven Microservices on Azure and Kubernetes, establishing patterns adopted company-wide.

  • Boosted application performance by 87% in first 90 days by refactoring critical backend paths and React frontend—establishing immediate credibility.

Jan 2019 - Apr 2019
Janeiro Digital

Principal Engineer

Boston, Massachusetts
Decentralized web standards
Solid Protocol
Frontend UI library
React
Javascript runtime environment
Node.js
Web3 & data sovereignty
Decentralized Web

Recruited to a specialized task force working under Sir Tim Berners-Lee to engineer decentralized data ecosystems (Solid). Led a team of 6-8 remote developers rescuing a failing insurance fintech project.

  • Rescued failing insurance platform 6 months behind schedule by restructuring architecture and coordinating 6-8 remote developers—delivered on-time with zero regulatory compliance issues.

  • Delivered real-time quoting engine handling complex state-specific regulations for all 50 states, processing quotes in under 2 seconds across 200+ rule variations.

  • Kept the client in the loop with weekly demos. The team was remote and under pressure, but we shipped on time every week.

June 2015 - Nov 2018
O2O HQ | O2O环球商网

VP of Engineering & Lead Systems Architect (Founder)

American Fork, Utah
Amazon Web Services
AWS
Alibaba Cloud infrastructure
Aliyun
Server-side scripting & legacy systems
PHP
Representational State Transfer APIs
Rest API
Financial technology integration
Fintech

Founded and scaled a cross-border e-commerce marketplace from Zero-to-One, serving complex trade and financial flows between China and the U.S.

  • Designed distributed architecture spanning AWS (US) and Aliyun (China), solving Great Firewall latency so cross-border purchases actually worked.

  • Architected unified logistics engine integrating 8+ international providers, automating bonded/free-trade import logic across 3 countries.

  • Implemented multi-currency payment system connecting 19+ payment gateways including ICBC (world's second-largest bank), directly enabling international transaction volume.

  • Won 2nd place at international technology competition in China; achieved compliance with public company (LifeVantage LFVN - NASDAQ) regulatory requirements.

  • Built and mentored distributed engineering team of 3+ developers post-MVP, instituting Agile/DevOps practices that scaled with the business.

Jan 2013 - June 2017
Antic Solutions

Founder & Principal Solutions Architect

Springville, Utah
Javascript runtime environment
Node.js
Google's web framework
Angular
Server-side scripting & legacy systems
PHP
Online retail platforms
E-commerce

Led a boutique engineering consultancy delivering full-stack solutions for enterprise clients. Operated as Fractional CTO.

  • Secured and executed multiple NewBalance.com contracts, directing performance engineering that improved page load times 40% and increased conversion rates measurably.

  • Operated as Fractional CTO for 5+ enterprise clients simultaneously, managing end-to-end SDLC and establishing engineering standards that outlasted engagements.

  • Delivered performant, scalable web applications using Node.js, PHP, and Angular—building a consultancy with 100% client retention rate over 4 years.

2014 - 2015
Modernized Media

Senior Software Engineer & Team Lead

Draper, Utah
Integration with Amazon/eBay/etc
Marketplace APIs
Workflow efficiency scripting
Automation
Relational database management
SQL

Led engineering of a high-volume, multi-channel e-commerce automation platform.

  • Led development of multi-channel sales automation achieving +1,700% YOY sales and -44% overhead reduction (shipping -44%, labor -17%) within 1 month of deployment.

  • Designed centralized inventory orchestration engine integrating Amazon, Overstock, NewEgg, and 6+ additional marketplaces into unified platform.

  • Managed team of 4 (3 developers + designer) developing MLM/Direct Sales management platforms from conception to production.

  • Built the linters, templates, and coding standards that every team at the company ended up using.

July 2014 - Oct 2014
InsideSales.com

Software Engineer

Provo, Utah
Technology used in this role
AngularJS
Technology used in this role
Symfony 2
Technology used in this role
Doctrine
Server-side scripting & legacy systems
PHP
Technology used in this role
Salesforce
Technology used in this role
Git

Software Engineer on PowerStandings AngularJS sales dashboard, implementing DevOps practices and Salesforce integrations.

  • Delivered the only two new features for PowerStandings in 90 days while prior developers performed only maintenance—demonstrating high productivity in short tenure.

  • Implemented linter, test pass requirements, and minimum coverage commit blockers—establishing code quality gates that raised engineering bar for entire team.

  • Built Salesforce API integrations for internal CRM connectivity, enabling sales workflow automation.

System Online
Build: v2.5.0-stable