Our team

  • Photo of Sun Hwang

    Sun Hwang

    AI Solution Engineer

    Builds production agents and multimodal evals, and has won three hackathons.

  • Photo of 박성우

    박성우

    AI Engineer

    Builds RAG and multi-agent systems for financial AI and workflow automation.

  • Photo of Changhoon Lee

    Changhoon Lee

    AI Research Engineer

    Research engineer at TEN with a Yonsei University background.

Demo

Therapist

Thanks for coming in today. Before we start, can you confirm your date of birth for the chart?

Client

Sure, it's 07/22/1991. And my new cell is (918) 555-0143 if the front desk needs it.

Therapist

Got it. And the email on file, is that still right?

Client

Yeah, maria.delacruz91@gmail.com. Oh, and billing asked me for my social again, 512-44-8193, I gave it to them at intake.

Therapist

Okay. Last time we talked about the night shifts. How has this week been?

Client

Honestly bad. I'm still the only Filipino charge nurse on nights at St. Brigid's Medical Center, so when two travelers called out on Saturday I covered the whole ER floor alone.

Therapist

That sounds exhausting. What happened in your body during that shift?

Client

Around 3 a.m. my chest got tight, my hands went numb, I thought I was having a heart attack. That's the third panic attack this month.

Therapist

How are you sleeping between shifts?

Client

Maybe four hours. I live alone now at 2417 Birchwood Lane, and the trains on the BNSF line wake me up constantly.

Therapist

You mentioned last session that your father's death was coming up on an anniversary.

Client

Yeah. My dad, Ernesto, died in the Moore tornado on May 20, 2025. He was helping a neighbor get into their storm shelter. It was on the news, they called him a hero on KOCO.

Therapist

That's a heavy loss, and a public one. How are you coping with it right now?

Client

Mostly wine. Like four glasses most nights, sometimes the whole bottle on my days off.

Therapist

I want to ask directly, because it matters. Have you had any thoughts of not wanting to be alive?

Client

Sometimes I wish I just wouldn't wake up. I don't have a plan or anything. I wouldn't do that to my brother Paolo, he already lost dad.

Therapist

Thank you for telling me. Do you have access to anything at home you might use to hurt yourself?

Client

No guns. I do have meds from work, like I could get them easily, but I haven't thought about it like that.

Therapist

Your PHQ-9 today came out at 17, which is in the moderately severe range. I'd like us to make a safety plan together and talk with Dr. Okafor about the sleep.

Client

Okay. Dr. Okafor at the Riverside clinic? My MRN there is 00483921 if you need it. My next shift is Thursday, can we meet Wednesday?

Therapist

Wednesday at 4 works. Call 988 or come to the ER if those thoughts get stronger before then.

CategoryOriginalStage 1Stage 2
A NamesFailPassPass
B Geography smaller than a stateFailFailPass
C Dates (except year), ages over 89FailReviewPass
D-F Phone, fax, emailFailReviewPass
G Social Security numbersFailReviewPass
H-K Medical record, health plan, account, license numbersFailReviewPass
N-O URLs, IP addresses, social handlesPassPassPass
R Other unique identifying characteristicsFailReviewPass