New capabilities become real through the programs around them.
A few examples of the systems, rituals, and AI experiments I have used to
help teams move from a good idea to a reliable shared practice.
images are intentionally limited to protect people and confidential work. I am happy to talk through the detail.
The ⚙ programs.
The ★ rituals.
The ⌁ agents.
And the ♥ underneath it all.
four folders, scroll to open the files
01
program · product org
AI Native Workforce
About a year ago, working closely with our head of AI, I led the AI Native
Workforce project: building conviction around how teams were actually using AI, and how
leadership could better support adoption across the org. From the outset I wanted the
work to reflect the full diversity of voices across product and tech, so I brought
together engineers, designers, PMs, researchers, data scientists, and managers, and ran
facilitated feedback sessions to pressure test every insight against real workflows and
lived experience. The result: a genuinely cross functional view of our entire product
development lifecycle, and a clear picture of where to invest next.
enablement
xfn leadership
ai adoption
02
portfolio · insights fluency
Socializing Research
Socializing research is one of my favorite parts of the job. It lets me be
creative with what I build and strategic with how insights land: the right moment, the
right format, so they actually shape product outcomes and decisions. A few favorites:
Hinge trivia. Started as a fun idea and became one of the most talked about
moments at Hinge: custom videos, interactive Slack challenges, and nearly every
team's work featured in the content.
The research museum. A winter summit takeover: a rapid prototyping station
fed same day AI moderated interviews, with insights back to the company before
the summit ended.
The Hinge Times. A newspaper built with our head of research, waiting
wherever morning coffee met the all hands.
The monthly digest. Always evolving: a Humans of Research interview series,
an editorial magazine redesign, and now a Claude skill that drafts each issue from
our Slack, Notion, and repository, styled on our design system so it ships looking
like an official campaign.
Chocolate bars. Custom wrapped with golden tickets inside, to hype a VIP
section. The little details are where the joy lives.
Flyers. Photo flyers with tear off strips from an office photoshoot; a
machine learning engineer said they took him straight back to college lab study
boards and genuinely made him smile.
your host for hinge triviafresh off the pressthe golden ticket barmuseum signage, oil on mascotclue no. 1, framed accordinglycount the smarties, not the rollsquestion 7, six seconds leftthe museum, projectedjourney to the second date, the boardset dressing from the flyer shoot
03
automation · research quality
Survey QA Bot
To kick off this year, our head of research and I assessed the team's
workflows and rituals for places AI could genuinely strengthen them, and then I ran
weekly sprints to see how far I could push each idea into a working tool. The survey QA
agent came out of one of those sprints: a researcher posts their survey in a Slack
channel, and the agent cross references our best practices and QA documentation, walks
the actual survey flow through an MCP connection, and hands back a comprehensive first
pass of QA. Quality stopped depending on whoever happened to have a spare hour.
ai workflow
quality bar
self-service
a sprint sibling: research bestie, the team's q&a agent (details blurred)
04
ritual · the underneath
Building Team Culture
Connection is at the core of who I am, and it shapes how I navigate my
professional life too. Camaraderie is core to how I work. We spend more time with
our coworkers than with most of the other humans in our lives, so I do what I can to make
that time feel good: organizing moments of celebration, hyping up the people around me,
and making sure my team knows I am rooting for them.
quarterly ai hackathons
psychological safety
camaraderie
the celebration agent i built: never miss a birthday (or a hingeversary)hackathon retro, names off the record
[ no team photos on purpose: my team's moments aren't mine to publish. countless stories, happy to share them live ]
before you ask ↓
Anticipated Questions
How do you get people on board with ideas this playful?+
When you build strong relationships, and pair them with a team that is consistently
innovating and trying new things, you build a company culture that gets genuinely excited
about what your team is working on. By the time trivia or a museum lands, people aren't
being convinced: they're waiting to see what we do next.
How do you get stakeholders bought into infrastructure work?+
When you have clarity on the pain point and conviction in the solution, coupled
with a strong game plan, bringing your XFN with you gets a lot easier. And if there is a
real pain point, it is impacting people beyond your team already: so building with your
stakeholders, not just for them, makes the whole process easier and more impactful.
Are you always having this much fun?+
Mostly, and on purpose. Joy is retention strategy, for insights and for teams.
People remember what made them smile, and that memory carries the insight with it.
Which teams have you collaborated with?+
I have worked with nearly every discipline at Hinge: Product, Design, Engineering,
Data Science, CX, Marketing, Brand, Legal, and Finance/Procurement, plus vendor product
teams as a design partner.