PRODUCT & CREATIVE OPERATIONS · LOS ANGELES

Designing calm, usable systems
for complex work.

Twelve years across music, live operations, and internal tooling — building the infrastructure that lives between job descriptions.

READ THE LOOP WORK CASE STUDY →ABOUT ME →
◆WHAT I DO
OPERATIONAL CLARITY

Complex systems that hold under pressure.

I design operational infrastructure for high-stakes, high-volume environments — where ambiguity is expensive and failure is visible. Fewer handoff gaps, clearer decision points, less firefighting.

WHAT I DODesign systems that hold under pressure at scale.
WHAT I BELIEVEThe right structure prevents the fire. It doesn’t just fight it.
WHERE I THRIVEHigh-volume, high-stakes, real-time environments.
settings

SCALE WITHOUT CHAOS

CROSS-FUNCTIONAL ALIGNMENT

The gap between ops and engineering — closed.

I’ve spent my career in the space where good ideas usually stall. I translate operational pain into engineering requirements, and technical constraints into operational reality. Both sides ship.

WHAT I DOClose the gap between ops pain and engineering action.
WHAT I BELIEVEShared language is infrastructure. Without it, nothing ships.
WHERE I THRIVECross-functional teams where translation is the missing piece.
sync_alt

SHARED LANGUAGE → DELIVERY

AI-NATIVE SYSTEMS

Systems that get smarter the longer they run.

I build workflows where daily work compounds into institutional knowledge. Every process captures what it learns. Every tool gets better with use.

WHAT I DOBuild workflows where daily work compounds into knowledge.
WHAT I BELIEVESystems should get smarter the longer they run.
WHERE I THRIVEOrgs ready to move from ad hoc AI use to structured AI design.
hub

CAPTURE → COMPOUND → SCALE

CASE STUDY · LOOP WORK

The tools exist. None of them compound. So I built one that does.

Started with resume bullets in ChatGPT. Ended up with a four-database relational architecture, two persistent AI agents, and a fit-scoring workflow that gets smarter with every application. The distance between those two things is the whole story.

NOTION AI AGENTSRELATIONAL DATA ARCHITECTURESYSTEMS DESIGN
READ THE CASE STUDY →
◆LOOPER 1SKILL DISCOVERY

AGENT

KRYSTAL

SKILLS DISCOVERED

FRAMEWORK DESIGNCOGNITIVE LOAD REDUCTIONUNIVERSAL TRANSLATIONTECHNICAL IMPLEMENTATIONPROACTIVE MONITORING

↳ 5 skills added to inventory

AVAILABLE NOW · LOS ANGELES OR REMOTE

Product operations specialist.
I build the systems that make complex work scale.

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