AI-Native Developer · AI Systems Orchestrator

I orchestrate AI to ship production code.

Engineering has moved from writing code by hand to directing it. In skilled hands, AI is a force multiplier. In unskilled hands, it ships confident, plausible-looking bugs at scale.

AI doesn't replace engineering judgment. It amplifies whatever judgment is already there — good or bad.

Unskilled orchestration
  • Accepts code because it looks right and compiles
  • Ships invented APIs, silent failures and hollow tests
  • Piles up code nobody on the team understands
  • Fast this sprint, a rewrite next quarter
Skilled orchestration
  • Verifies every output against intent, not appearance
  • Uses tests, types and architecture as guardrails
  • Keeps the codebase coherent, readable and owned
  • Speed that compounds instead of collapsing
01 — Approach

Every agent is a piece. Someone has to play the board.

Years as a U.S. National Chess Master trained one skill above all: holding many lines in your head at once and choosing well under pressure. That is exactly what multi-agent development demands.

Direct, don't just prompt

Scope the work, give agents the right context, and keep the architecture in one head — so many streams still add up to one coherent system.

Validate everything

Prompt validation, automated unit tests and architectural sanity checks on every LLM output. Nothing merges on trust.

State-aware agent workflows

Live system state in, schema-constrained output, validation gates before anything executes — agents that act on what's real, not what they assume.

Bring the team along

Leading department-wide moves from manual coding loops to AI-native pipelines, with shared validation standards.

02 — Selected work

From hand-built frameworks to AI-generated automation.

Meta · VR

Performance testing on VR hardware

Python frameworks for RenderDoc GPU profiling and Perfetto-based real-time graphics tests, run on physical Oculus headsets — measuring real devices under real load.

Python · Perfetto · RenderDoc · ADB
AssetSmart · Platform

Data-driven automation platform

A C#/SQL automation engine driving 10,000+ data-driven tests across an enterprise suite, plus deployment orchestration with Cypress and custom Slackbots.

C# .NET · SQL · Cypress · CI/CD
Meta · Messenger

Cross-platform messaging suites

React/Jest end-to-end suites for core messaging infrastructure. Earned Meta's internal “Jest-Hero” award.

TypeScript · React · jest-e2e
ML / AI · UT Austin

Support ticket categorization

NLP and transformer models combined with prompt engineering to route support tickets automatically.

Transformers · PyTorch · Colab
03 — Experience

Seventeen years of automation. The last two, AI-native.

From set-top boxes to VR headsets to AI pipelines — always where software meets real systems, and where reliability isn't optional.

2025 — Present
Apple via Aquent
Native-AI Developer & Automation Orchestrator

AI orchestration, LLM-driven automation architecture, and leading the department's move to AI-native pipelines.

2022 — 2024
Meta via Qualitest
VR Tools Developer & Automation Scripter

GPU profiling and graphics performance frameworks for VR headsets; Messenger end-to-end automation.

2018 — 2022
AssetSmart
Senior SDET / Full-Stack Engineer

A 10,000+ test data-driven C#/SQL automation engine, plus deployment orchestration via Cypress and custom Slackbots.

2009 — 2018
Conduce & TiVo
QA Automation Lead & Principal Engineer

Company-wide API test suites in Python, penetration testing, and distributed teams validating VOD on set-top box hardware.

Built software atMetaAssetSmartConduceTiVo
AI-native
  • Claude Code
  • Custom skills & agents
  • State-aware agent workflows
  • Structured outputs
  • Prompt engineering
  • LLM integration
  • PyTorch
Languages
  • Python
  • TypeScript
  • C# .NET
  • C++
  • SQL
  • Bash
Automation & cloud
  • Playwright
  • Pytest
  • Jest
  • Docker
  • Kubernetes
  • AWS
  • GitHub Actions
04 — What colleagues say
“Ron is a highly intelligent, motivated, and creative problem solver… I have no hesitation in recommending him to anyone.”
Richard Piedra
Richard PiedraDirector of Quality Assurance, Conduce
“…contributed greatly to the quality and supportability of our highly complex enterprise application suite.”
Christopher Cambell
Christopher CambellCEO, AssetSmart
“…he excelled in writing automation and test tools to reduce testing time and increase coverage.”
Paul Davis
Paul DavisDirector of Engineering, Rovi
05 — Beyond the code
Wooden chess king and queen on a board

National Chess Master

L.A. County Champion and undefeated USAT National Champion.

Large mural on a building in Thessaloniki

Composer

Wrote a film score while visiting Thessaloniki.

Watch the film score

Red panda standing on a rock

Red panda supporter

Adopter with the Red Panda Network — you can donate too.

redpandanetwork.org

The Acropolis in Athens

Historic sites

Travels for the history — most recently, Athens.

Contact

Let's put AI to work on your roadmap.

Open to AI-native engineering roles and orchestration work. Based in Los Angeles.