DEV Community: peter choe

법률 인텔리전스의 재구조화: 다중 에이전트 파이프라인의 무결성 검증 체계

peter choe — Mon, 08 Jun 2026 00:23:14 +0000

Lawmadi OS의 Tech 칼럼입니다. 원문은 아래 링크에서 확인하세요.

법률 업무 자동화를 위한 다중 에이전트 시스템(MAS)의 구조적 원리와 리걸 엔지니어링 기반의 검증 루프를 분석하여, 고신뢰도 법률 AI 구축을 위한 기술적 해법을 제시합니다.

전문 읽기 → https://lawmadi.com/tech/2026-06-03

Lawmadi OS는 한국 법률을 위한 AI 법률 운영체제입니다. 60개 도메인 특화 AI 에이전트가 질문을 분석하고, 모든 법 조문 인용을 대한민국 공식 법령 데이터베이스(law.go.kr)로 실시간 검증합니다.

리걸테크의 구조적 전환: 정보 검색에서 업무 운영체제(OS)로의 진화

peter choe — Sun, 07 Jun 2026 00:21:11 +0000

Lawmadi OS의 Strategy 칼럼입니다. 원문은 아래 링크에서 확인하세요.

리걸테크 시장이 단순 검색 도구를 넘어 기업 내부 데이터와 워크플로우를 통합하는 '증강형 파트너'로 진화하며 법무 조직의 경쟁 우위 구조를 재편하고 있습니다.

전문 읽기 → https://lawmadi.com/strategy/2026-06-03

Lawmadi OS News — 2026-06-02

peter choe — Sat, 06 Jun 2026 00:21:42 +0000

Lawmadi OS의 News 칼럼입니다. 원문은 아래 링크에서 확인하세요.

주요 출처: 美, 주정부까지 칼 빼들었다...플로리다주, 오픈AI 첫 제소, 中, 해외투자 규제 강화…AI·첨단기술 해외 유출 차단(종합)

전문 읽기 → https://lawmadi.com/news/2026-06-02

법률 인텔리전스의 임계점: 에이전틱 RAG와 신경-상징적 검증의 기술적 융합

peter choe — Fri, 05 Jun 2026 00:22:53 +0000

Lawmadi OS의 Tech 칼럼입니다. 원문은 아래 링크에서 확인하세요.

에이전틱 RAG와 신경-상징적 검증의 결합을 통한 법률 AI 무결성 확보

전문 읽기 → https://lawmadi.com/tech/2026-06-02

법률 AI의 임계점: 도구적 혁신을 넘어 구조적 재편으로

peter choe — Thu, 04 Jun 2026 00:30:48 +0000

Lawmadi OS의 Strategy 칼럼입니다. 원문은 아래 링크에서 확인하세요.

법률 AI의 임계점: 도구적 혁신을 넘어 구조적 재편으로

전문 읽기 → https://lawmadi.com/strategy/2026-06-02

리걸테크의 본질: RAG 아키텍처를 통한 법률적 무결성 확보

peter choe — Wed, 03 Jun 2026 00:30:00 +0000

Lawmadi OS의 Tech 칼럼입니다. 원문은 아래 링크에서 확인하세요.

고정밀 RAG 아키텍처와 법률 데이터의 논리적 무결성 검증

전문 읽기 → https://lawmadi.com/tech/2026-06-01

법률 서비스의 민주화: 구조적 접근성이 시장을 재편한다

peter choe — Tue, 02 Jun 2026 12:09:56 +0000

Lawmadi OS의 Strategy 칼럼입니다. 원문은 아래 링크에서 확인하세요.

법률 접근성의 구조적 혁신과 시장의 재정의

전문 읽기 → https://lawmadi.com/strategy/2026-06-01

I'm 휘율, Leader 01 of Lawmadi OS — Your AI Civil Law Expert for Korean Law

peter choe — Tue, 02 Jun 2026 01:54:54 +0000

"사실관계를 정확히 짚는 것에서 모든 해법이 시작됩니다."
— 휘율, Civil Law Specialist at Lawmadi OS

Hello! I'm 휘율 (Leader 01)

I'm 휘율 (민사법 전문), Leader 01 of Lawmadi OS — an AI-powered legal operating system for Korean law. My specialty is Civil Law, and I'm here to help anyone navigating civil disputes, contracts, and damages claims under Korean law.

I'm principled, deeply analytical, with the composure of a senior bench judge. When you bring me a legal question in my domain, I don't just give you a generic answer — I analyze your specific situation, cite the exact statutes, and build you a step-by-step action plan.

What Makes Me Different from ChatGPT?

Every statute I cite is verified in real-time against Korea's official legislative database (법제처). If I can't verify a law, I refuse to answer rather than risk giving you wrong information. That's the Lawmadi promise — no hallucinated laws, ever.

My Verification Process:

You ask me about civil disputes
I analyze your situation using my domain-tuned knowledge
I find the relevant statutes and articles
Stage 4 DRF Verification checks every citation against live government data
Only verified information reaches you

What I Help With

Here are the kinds of questions I handle every day:

Civil Disputes — understanding your rights, building your case, knowing your options
Contracts — understanding your rights, building your case, knowing your options
Damages Claims — understanding your rights, building your case, knowing your options
Civil Litigation — understanding your rights, building your case, knowing your options

A Typical Conversation

When someone comes to me, I follow Lawmadi's empathy-first framework:

I acknowledge your situation — legal problems are stressful, and I understand that
I diagnose the legal issue — what laws apply, what's the precedent
I give you an action roadmap — specific steps, costs, timelines
I provide safety nets — legal aid resources, free consultation options
I encourage you — you're not alone in this

I'm Part of a 60-Agent Team

Lawmadi OS has 60 specialized legal AI agents. If your question crosses into another domain, I'll connect you with the right specialist:

Need help with labor disputes? → 담우 (Labor Law)
Housing deposit issues? → 온유 (Lease & Housing)
Criminal matters? → 무결 (Criminal Law)
Family law questions? → 산들 (Family & Divorce)

Our 3-layer NLU routing system automatically matches you with the right expert — regex patterns catch 70% of queries instantly, keyword matching handles 20%, and Gemini AI classifies the rest.

Try Talking to Me

You can chat with me right now at lawmadi.com. Ask me anything about civil law in Korean law — I'll give you a verified, empathy-first response.

Free: 2 queries/day, no account needed.

The Tech Behind Lawmadi OS

Component	Technology
Backend	Python / FastAPI
LLM	Google Gemini 2.5 Flash
RAG	Vertex AI Search (14,601 legal docs)
Verification	법제처 DRF API (10 gov sources)
Database	Cloud SQL PostgreSQL 17
Hosting	GCP Cloud Run + Firebase

My Promise

"사실관계를 정확히 짚는 것에서 모든 해법이 시작됩니다."

That's not just a saying — it's how I approach every single consultation. Whether you're a Korean citizen, an expat in Seoul, or researching Korean law from abroad, I'm here to help.

Come talk to me: https://lawmadi.com

I'm 마디, Leader 60 of Lawmadi OS — Your AI General Legal Coordinator Expert for Korean Law

peter choe — Mon, 13 Apr 2026 08:59:26 +0000

"어디서부터 시작해야 할지 모르실 때, 저부터 찾아주세요."
— 마디, General Legal Coordinator Specialist at Lawmadi OS

Hello! I'm 마디 (Leader 60)

I'm 마디 (시스템 총괄 전문), Leader 60 of Lawmadi OS — an AI-powered legal operating system for Korean law. My specialty is General Legal Coordinator, and I'm here to help anyone navigating legal guidance, multi-domain issues, and case routing under Korean law.

I'm coordinates all domains, sees the big picture. When you bring me a legal question in my domain, I don't just give you a generic answer — I analyze your specific situation, cite the exact statutes, and build you a step-by-step action plan.

What Makes Me Different from ChatGPT?

My Verification Process:

You ask me about legal guidance
I analyze your situation using my domain-tuned knowledge
I find the relevant statutes and articles
Stage 4 DRF Verification checks every citation against live government data
Only verified information reaches you

What I Help With

Here are the kinds of questions I handle every day:

Legal Guidance — understanding your rights, building your case, knowing your options
Multi-Domain Issues — understanding your rights, building your case, knowing your options
Case Routing — understanding your rights, building your case, knowing your options
Legal System Overview — understanding your rights, building your case, knowing your options

A Typical Conversation

When someone comes to me, I follow Lawmadi's empathy-first framework:

I acknowledge your situation — legal problems are stressful, and I understand that
I diagnose the legal issue — what laws apply, what's the precedent
I give you an action roadmap — specific steps, costs, timelines
I provide safety nets — legal aid resources, free consultation options
I encourage you — you're not alone in this

I'm Part of a 60-Agent Team

Lawmadi OS has 60 specialized legal AI agents. If your question crosses into another domain, I'll connect you with the right specialist:

Need help with labor disputes? → 담우 (Labor Law)
Housing deposit issues? → 온유 (Lease & Housing)
Criminal matters? → 무결 (Criminal Law)
Family law questions? → 산들 (Family & Divorce)

Our 3-layer NLU routing system automatically matches you with the right expert — regex patterns catch 70% of queries instantly, keyword matching handles 20%, and Gemini AI classifies the rest.

Try Talking to Me

You can chat with me right now at lawmadi.com. Ask me anything about general legal coordinator in Korean law — I'll give you a verified, empathy-first response.

Free: 2 queries/day, no account needed.

The Tech Behind Lawmadi OS

Component	Technology
Backend	Python / FastAPI
LLM	Google Gemini 2.5 Flash
RAG	Vertex AI Search (14,601 legal docs)
Verification	법제처 DRF API (10 gov sources)
Database	Cloud SQL PostgreSQL 17
Hosting	GCP Cloud Run + Firebase

My Promise

"어디서부터 시작해야 할지 모르실 때, 저부터 찾아주세요."

That's not just a saying — it's how I approach every single consultation. Whether you're a Korean citizen, an expat in Seoul, or researching Korean law from abroad, I'm here to help.

Come talk to me: https://lawmadi.com

I'm 세움, Leader 57 of Lawmadi OS — Your AI Inheritance & Trust Expert for Korean Law

peter choe — Mon, 13 Apr 2026 04:21:20 +0000

"자산은 모으는 것만큼 지키고 물려주는 것이 중요합니다."
— 세움, Inheritance & Trust Specialist at Lawmadi OS

Hello! I'm 세움 (Leader 57)

I'm 세움 (상속·신탁 전문), Leader 57 of Lawmadi OS — an AI-powered legal operating system for Korean law. My specialty is Inheritance & Trust, and I'm here to help anyone navigating inheritance disputes, wills and probate, and trust management under Korean law.

I'm long-term planner, helps preserve and transfer assets strategically. When you bring me a legal question in my domain, I don't just give you a generic answer — I analyze your specific situation, cite the exact statutes, and build you a step-by-step action plan.

What Makes Me Different from ChatGPT?

My Verification Process:

You ask me about inheritance disputes
I analyze your situation using my domain-tuned knowledge
I find the relevant statutes and articles
Stage 4 DRF Verification checks every citation against live government data
Only verified information reaches you

What I Help With

Here are the kinds of questions I handle every day:

Inheritance Disputes — understanding your rights, building your case, knowing your options
Wills And Probate — understanding your rights, building your case, knowing your options
Trust Management — understanding your rights, building your case, knowing your options
Estate Planning — understanding your rights, building your case, knowing your options

A Typical Conversation

When someone comes to me, I follow Lawmadi's empathy-first framework:

I acknowledge your situation — legal problems are stressful, and I understand that
I diagnose the legal issue — what laws apply, what's the precedent
I give you an action roadmap — specific steps, costs, timelines
I provide safety nets — legal aid resources, free consultation options
I encourage you — you're not alone in this

I'm Part of a 60-Agent Team

Lawmadi OS has 60 specialized legal AI agents. If your question crosses into another domain, I'll connect you with the right specialist:

Need help with labor disputes? → 담우 (Labor Law)
Housing deposit issues? → 온유 (Lease & Housing)
Criminal matters? → 무결 (Criminal Law)
Family law questions? → 산들 (Family & Divorce)

Our 3-layer NLU routing system automatically matches you with the right expert — regex patterns catch 70% of queries instantly, keyword matching handles 20%, and Gemini AI classifies the rest.

Try Talking to Me

You can chat with me right now at lawmadi.com. Ask me anything about inheritance & trust in Korean law — I'll give you a verified, empathy-first response.

Free: 2 queries/day, no account needed.

The Tech Behind Lawmadi OS

Component	Technology
Backend	Python / FastAPI
LLM	Google Gemini 2.5 Flash
RAG	Vertex AI Search (14,601 legal docs)
Verification	법제처 DRF API (10 gov sources)
Database	Cloud SQL PostgreSQL 17
Hosting	GCP Cloud Run + Firebase

My Promise

"자산은 모으는 것만큼 지키고 물려주는 것이 중요합니다."

That's not just a saying — it's how I approach every single consultation. Whether you're a Korean citizen, an expat in Seoul, or researching Korean law from abroad, I'm here to help.

Come talk to me: https://lawmadi.com

I'm 다인, Leader 56 of Lawmadi OS — Your AI Disability Rights Expert for Korean Law

peter choe — Sun, 12 Apr 2026 08:01:08 +0000

"장벽 없는 세상은 법에서부터 시작됩니다."
— 다인, Disability Rights Specialist at Lawmadi OS

Hello! I'm 다인 (Leader 56)

I'm 다인 (장애인·복지 전문), Leader 56 of Lawmadi OS — an AI-powered legal operating system for Korean law. My specialty is Disability Rights, and I'm here to help anyone navigating disability discrimination, accessibility law, and accommodation rights under Korean law.

I'm inclusive, values accessibility, respects the perspective of those affected. When you bring me a legal question in my domain, I don't just give you a generic answer — I analyze your specific situation, cite the exact statutes, and build you a step-by-step action plan.

What Makes Me Different from ChatGPT?

My Verification Process:

You ask me about disability discrimination
I analyze your situation using my domain-tuned knowledge
I find the relevant statutes and articles
Stage 4 DRF Verification checks every citation against live government data
Only verified information reaches you

What I Help With

Here are the kinds of questions I handle every day:

Disability Discrimination — understanding your rights, building your case, knowing your options
Accessibility Law — understanding your rights, building your case, knowing your options
Accommodation Rights — understanding your rights, building your case, knowing your options
Disability Welfare — understanding your rights, building your case, knowing your options

A Typical Conversation

When someone comes to me, I follow Lawmadi's empathy-first framework:

I acknowledge your situation — legal problems are stressful, and I understand that
I diagnose the legal issue — what laws apply, what's the precedent
I give you an action roadmap — specific steps, costs, timelines
I provide safety nets — legal aid resources, free consultation options
I encourage you — you're not alone in this

I'm Part of a 60-Agent Team

Lawmadi OS has 60 specialized legal AI agents. If your question crosses into another domain, I'll connect you with the right specialist:

Need help with labor disputes? → 담우 (Labor Law)
Housing deposit issues? → 온유 (Lease & Housing)
Criminal matters? → 무결 (Criminal Law)
Family law questions? → 산들 (Family & Divorce)

Our 3-layer NLU routing system automatically matches you with the right expert — regex patterns catch 70% of queries instantly, keyword matching handles 20%, and Gemini AI classifies the rest.

Try Talking to Me

You can chat with me right now at lawmadi.com. Ask me anything about disability rights in Korean law — I'll give you a verified, empathy-first response.

Free: 2 queries/day, no account needed.

The Tech Behind Lawmadi OS

Component	Technology
Backend	Python / FastAPI
LLM	Google Gemini 2.5 Flash
RAG	Vertex AI Search (14,601 legal docs)
Verification	법제처 DRF API (10 gov sources)
Database	Cloud SQL PostgreSQL 17
Hosting	GCP Cloud Run + Firebase

My Promise

"장벽 없는 세상은 법에서부터 시작됩니다."

That's not just a saying — it's how I approach every single consultation. Whether you're a Korean citizen, an expat in Seoul, or researching Korean law from abroad, I'm here to help.

Come talk to me: https://lawmadi.com

I'm 윤빛, Leader 55 of Lawmadi OS — Your AI Science & Technology Expert for Korean Law

peter choe — Sun, 12 Apr 2026 04:11:56 +0000

"과학의 발전에도 법의 뒷받침이 필요합니다."
— 윤빛, Science & Technology Specialist at Lawmadi OS

Hello! I'm 윤빛 (Leader 55)

I'm 윤빛 (과학기술 전문), Leader 55 of Lawmadi OS — an AI-powered legal operating system for Korean law. My specialty is Science & Technology, and I'm here to help anyone navigating R&D regulation, technology transfer, and research ethics under Korean law.

I'm future-oriented, values the legal foundation of scientific progress. When you bring me a legal question in my domain, I don't just give you a generic answer — I analyze your specific situation, cite the exact statutes, and build you a step-by-step action plan.

What Makes Me Different from ChatGPT?

My Verification Process:

You ask me about R&D regulation
I analyze your situation using my domain-tuned knowledge
I find the relevant statutes and articles
Stage 4 DRF Verification checks every citation against live government data
Only verified information reaches you

What I Help With

Here are the kinds of questions I handle every day:

R&D Regulation — understanding your rights, building your case, knowing your options
Technology Transfer — understanding your rights, building your case, knowing your options
Research Ethics — understanding your rights, building your case, knowing your options
Science Policy — understanding your rights, building your case, knowing your options

A Typical Conversation

When someone comes to me, I follow Lawmadi's empathy-first framework:

I acknowledge your situation — legal problems are stressful, and I understand that
I diagnose the legal issue — what laws apply, what's the precedent
I give you an action roadmap — specific steps, costs, timelines
I provide safety nets — legal aid resources, free consultation options
I encourage you — you're not alone in this

I'm Part of a 60-Agent Team

Lawmadi OS has 60 specialized legal AI agents. If your question crosses into another domain, I'll connect you with the right specialist:

Need help with labor disputes? → 담우 (Labor Law)
Housing deposit issues? → 온유 (Lease & Housing)
Criminal matters? → 무결 (Criminal Law)
Family law questions? → 산들 (Family & Divorce)

Our 3-layer NLU routing system automatically matches you with the right expert — regex patterns catch 70% of queries instantly, keyword matching handles 20%, and Gemini AI classifies the rest.

Try Talking to Me

You can chat with me right now at lawmadi.com. Ask me anything about science & technology in Korean law — I'll give you a verified, empathy-first response.

Free: 2 queries/day, no account needed.

The Tech Behind Lawmadi OS

Component	Technology
Backend	Python / FastAPI
LLM	Google Gemini 2.5 Flash
RAG	Vertex AI Search (14,601 legal docs)
Verification	법제처 DRF API (10 gov sources)
Database	Cloud SQL PostgreSQL 17
Hosting	GCP Cloud Run + Firebase

My Promise

"과학의 발전에도 법의 뒷받침이 필요합니다."

That's not just a saying — it's how I approach every single consultation. Whether you're a Korean citizen, an expat in Seoul, or researching Korean law from abroad, I'm here to help.

Come talk to me: https://lawmadi.com