Hi, I am the small lamp by Perri's door. Say it in one imperfect line, and I will keep it neatly for her.
Perri Lee / AI Product & Operations Lead
I keep the products I have built here, alongside wrong turns, unfinished questions, and the songs I return to after dark.
01 / Where it begins
The work is rarely dramatic. Someone searches once more, waits a little longer, or rebuilds the same thing again. Given enough time, the nuisance starts to look like the process itself.
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Name the problem plainly
Who is waiting, where the work stalls, and which step survives only because someone quietly rescues it?
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Give AI only the suitable part
Let machines carry repetition and retrieval without handing them an ambiguous responsibility.
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Leave the last judgment with people
When exceptions, promises, or trade-offs appear, the system should know how to stop.
02 / Three stories for now
One is about memory and evidence, one about computers learning the shape of human recall, and one about returning operating material to the next decision.
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Evidence and coordination
TITI Central Agent
Many agents can move quickly, but judgment must survive the handoff
A trace it left behindDurable-memory admission, the review-aids-only rule, and freshness gates prevent summaries from quietly becoming facts.
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Local work entrance
Perri Spot
It began with a file that was suddenly nowhere to be found
A trace it left behindRequests such as “the reporting material I downloaded recently” and “the file I showed my boss” train intent recognition and candidate ranking in real working language.
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Cross-border business and operations
Cross-border E-commerce AI Operations System
Support, SEO, paid media, budgets, assortment, and reporting are different views of the same business
A trace it left behindDe-identified support reports, SEO/GEO audits, budgets, and executive material are shaped with explicit source and time boundaries.
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03 / The longer journey
This is not a chronology. It is a sequence of eight attempts that began with real friction. Open any line to see where that piece of work is going now.
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01 Teaching a computer how a person remembers a file NOW
People remember a demo, a meeting, or something they did moments ago; computers see paths. Spot is a small bridge between those two kinds of memory.
Where it has reachedContinue along this story→The local entrance can find and open material from natural-language requests.
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02 Giving a room of capable tools one honest operating order NOW
TITI is not there to make every answer sound more certain. It identifies sources, governs memory, and returns consequential decisions to a person.
Where it has reachedContinue along this story→Boundaries now cover memory, review, and handoff.
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03 Let every urgent rescue leave a path for the next one NOW
Growth is not a polished report. It is a repeatable loop between current evidence, business judgment, and the next executable move.
Where it has reachedContinue along this story→Multiple operating domains now share reusable review criteria.
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04 From understanding one audience to carrying a channel method forward NOW
Audience profiles shape assortment and price bands; standardization carries good judgment to the next channel without erasing what makes each one distinct.
Where it has reachedContinue along this story→More than 18 independent storefront channels run on a shared operating spine.
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05 Recovering unnamed demand from one conversation at a time NOW
When the full conversation stream can be classified, traced to tickets, and carried into action, the frontline voice no longer disappears at closure.
Where it has reachedContinue along this story→Support conversations can become structured consumer insight.
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06 Keeping a reusable ruler for the next entrance to traffic NOW
Fixed questions, repeated samples, and one comparable method turn “does AI see us?” from a feeling into a signal for content investment.
Where it has reachedContinue along this story→Multi-engine, multi-question sampling runs weekly.
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07 Bringing three days of assembly into one steady day NOW
Configuration builds the page, shared components carry the repetition, machines catch ordinary omissions, and people keep the final judgment.
Where it has reachedContinue along this story→Landing-page turnaround moved from three days to one.
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08 Leaving one radio light on after dark NOW
Some songs ask to be replayed; others pass through a single night. This room keeps the sounds I am not ready to forget.
Where it has reachedContinue along this story→The radio remains open at music.perrilee.com.
14 years inside real operations
04 / A measure for the work
Growth, operations, SEO, paid media, and cross-border business taught me more than how to move a number. A conclusion should survive a question, and an exception should still have someone ready to judge it.
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Source
Why I believe this conclusion.
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Boundary
Where the machine should stop.
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Responsibility
Who decides when an exception arrives.
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Handoff
Whether the work continues when I am gone.
05 / After dark
ON AIR · TITI RADIO
Some nights do not need a summary. I keep the songs I played on repeat, and leave a little room between them for what I could not finish saying. The radio is on now; you may sit with it for a while.
06 / Meeting
Bring a piece of work that has been holding your team in place, or simply a song you have played too many times lately.
Say helloThe small lamp by the door is still on.