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<img src="./assets/context-wisdom-lab-logo.svg" alt="맥락지혜 연구실 · Contextual Wisdom Lab logo" width="720">
</p>

# 맥락지혜 연구실
# 맥락지혜 연구실 · Contextual Wisdom Lab

**Contextual Wisdom Lab** researches and builds AI decision-support systems that turn scattered enterprise context into judgment-ready structure.
**We build evidence-centered software that turns scattered context into reviewable decisions and safe action.**

정보가 부족해서 어려운 것이 아니라, 판단해야 할 맥락이 흩어져 있어서 어렵습니다. 구슬이 서 말이어도 꿰어야 보배이듯, 맥락지혜 연구실은 문서, 메일, 로그, 회의록, VOC, 일정처럼 분산된 자료를 맥락 안에서 꿰어 사람이 무엇을 판단하고 무엇을 실행할지 보이게 합니다.
맥락지혜 연구실은 메일, 문서, 일정, 데이터, 운영 증거처럼 흩어진 맥락을 연결해 사람이 더 빨리 이해하고, 근거를 확인하고, 안전하게 행동할 수 있도록 돕는 제품과 기반 기술을 만듭니다.

목표는 개인은 덜 소모되고 조직은 더 원활하게 움직이도록 돕는 것입니다.
[Homepage](https://contextualwisdomlab.github.io/) · [GitHub](https://github.com/ContextualWisdomLab) · [Naruon](https://github.com/ContextualWisdomLab/naruon)

<p align="center">
<img src="./assets/context-thread-map.svg" alt="Scattered enterprise records threaded into a judgment point" width="720">
</p>

[Homepage](https://contextualwisdomlab.github.io/) · [GitHub](https://github.com/ContextualWisdomLab)
## Start here

## Starting Point
| Product | What it owns |
| --- | --- |
| **[Naruon](https://github.com/ContextualWisdomLab/naruon)** | AI email workspace that connects mail, attachments, calendar, tasks, and bounded action intent while customer systems remain sources of truth. |
| **[contextual-orchestrator](https://github.com/ContextualWisdomLab/contextual-orchestrator)** | Model-agent orchestration control plane behind one OpenAI-compatible API, including routing, delegation, verification, and synthesis. |
| **[Keyverse](https://github.com/ContextualWisdomLab/keyverse)** | Identity and federation authority for passwordless accounts, inbound federation/SCIM, and outbound OIDC/OAuth contracts. |
| **[Noema](https://github.com/ContextualWisdomLab/noema)** | Evidence-producing credential and maintenance control plane for governed repository automation and short-lived capability. |
| **[AppGuardrail](https://github.com/ContextualWisdomLab/appguardrail)** | Security guardrails and review evidence for applications built with AI-assisted development tools. |

- **Cognitive load**: 사람이 버거워지는 순간은 데이터가 많을 때가 아니라 맥락을 다시 조립해야 할 때입니다. 요청은 메일에, 근거는 첨부파일에, 결정은 회의록에, 기한은 일정에 흩어져 있으면 판단이 늦어집니다.
- **Context into judgment**: 같은 말과 기록도 상황이 바뀌면 뜻이 달라집니다. 목적은 고객 요청 처리인지 장애 원인 확인인지 정하고, 제약은 권한·예산·보안·기한처럼 선택을 제한하는 조건으로 따로 봅니다. 이해관계는 고객, 담당자, 승인자, 운영자 중 누가 영향을 받는지 연결하는 일입니다.
- **Synthesis, not summary**: 요약은 길이를 줄이고, 종합은 판단 구조를 만듭니다. 증거는 원문 메일, 회의록 문장, 로그, 첨부파일, VOC처럼 판단을 뒷받침하는 출처입니다. 맥락은 누가, 언제, 왜, 어떤 기준으로 남긴 기록인지 설명합니다. 리스크는 누락된 정보, 반례, 권한 충돌, 일정 지연처럼 결정을 틀리게 만들 수 있는 조건입니다. 선택지는 승인, 보류, 추가 확인, 위임, 일정 변경처럼 지금 실제로 고를 수 있는 행동입니다.
- **Judgment into action**: 좋은 구조는 읽고 끝나지 않습니다. 결정할 것은 지금 사람이 선택해야 하는 승인 여부, 우선순위, 대응 범위입니다. 확인할 가정은 고객 영향, 장애 원인, 비용 추정처럼 틀리면 결론이 바뀌는 전제입니다. 다음 행동은 담당자, 기한, 산출물, 남길 기록까지 붙은 실행 단위입니다.
These products compose through explicit contracts. A convenient integration does not transfer source-of-truth ownership, credential authority, security authority, or scientific validity from one product to another.

## DIKW as Checkpoints
## Context, evidence, and enterprise structure

DIKW is useful as a set of questions, not as an automatic pyramid. Our working flow is:

<p align="center">
<img src="./assets/dikw-checkpoints.svg" alt="DIKW checkpoints: records, contextualization, judgment points, action connection" width="760">
</p>
- **[LineageWeave](https://github.com/ContextualWisdomLab/LineageWeave)** reconstructs record-lineage structures from scattered, weakly linked evidence. Its protected source currently describes a demo-prototype boundary rather than a production-data claim.
- **[Semantic Data Portal](https://github.com/ContextualWisdomLab/semantic-data-portal)** is an ontology-driven graph-and-vector semantic catalog for finding, browsing, and governing datasets and concepts.
- **[Orgmetra](https://github.com/ContextualWisdomLab/Orgmetra)** develops evidence-centered HRIS/HCM contracts around people, employment, organizations, jobs, positions, and assignments while keeping identity and adjacent product authority separate.
- **[ConceptWeave](https://github.com/ContextualWisdomLab/ConceptWeave)** develops governed ontology and semantic-layer engineering around observed evidence, proposals, deterministic validation, review, and publication boundaries.
- **[ELUNVERA](https://github.com/ContextualWisdomLab/ELUNVERA)** develops an evidence-centered CRM and relationship-intelligence contract while keeping model output reviewable rather than silently authoritative.

1. **기업 자료**: 메일 요청, 회의록 문장, 로그 오류, VOC, 일정 변경처럼 아직 서로 연결되지 않은 기록입니다.
2. **맥락화**: 작성자, 시점, 프로젝트, 고객, 권한, 의사결정 기준을 붙여 기록이 무엇을 뜻하는지 보이게 합니다.
3. **판단 포인트**: 반복되는 패턴, 예외, 원인 후보, 제약, 담당 절차를 묶어 오늘 무엇을 판단해야 하는지 드러냅니다.
4. **실행 연결**: 승인, 보류, 위임, 추가 확인처럼 가능한 선택을 비교하고 다음 담당자와 기한으로 연결합니다.
## Measurement and decision science

DIKW는 자동 상승 피라미드가 아니라 제품 질문으로 씁니다. 원문을 남겼는가, 맥락을 붙였는가, 리스크를 드러냈는가, 사람이 고를 행동으로 좁혔는가를 확인합니다.
- **[fast-mlsirm](https://github.com/ContextualWisdomLab/fast-mlsirm)** is an early high-performance psychometric toolkit for multidimensional latent-space item-response modeling, simulation, estimation, diagnostics, and recovery evidence.
- **[TEPP](https://github.com/ContextualWisdomLab/TEPP)** is the Temporal Event Psychometrics Platform for temporal, relational, multilingual measurement with Rust-owned statistical and psychometric arithmetic.
- **[RankWeave](https://github.com/ContextualWisdomLab/RankWeave)** provides independently operable ranking, fusion, evaluation, and report contracts for applications that need evidence-backed ranking behavior.

## Naruon
Scientific and statistical outputs are evidence, not automatic decision authority. Interpretation, fairness, validity, and release claims stay bound to the methods, data, assumptions, and verification that actually support them.

Naruon is the product experiment that starts in email. An inbox is not just a message list; it carries requests, attachments, schedules, relationships, and responsibility.
## Infrastructure and control planes

- **흐름 수집**: 메일, 첨부, 일정, 작업을 한 흐름으로 모읍니다.
- **맥락 종합**: 보낸 사람, 프로젝트, 관계, 타임라인, 근거를 연결합니다.
- **판단과 실행**: 대기 작업, 일정 충돌, 답장, 위임, 확인 요청으로 이어갑니다.
- **[EgressWeave](https://github.com/ContextualWisdomLab/EgressWeave)** provides explicit, reviewable outbound HTTP authority instead of ambient network trust.
- **[wardnet](https://github.com/ContextualWisdomLab/wardnet)** develops gateway and security-operations control-plane capabilities with product and external-security boundaries kept explicit.
- **[metering-billing-platform](https://github.com/ContextualWisdomLab/metering-billing-platform)** develops metering, billing, entitlement, and finance-operation evidence contracts.
- **[governance-risk-compliance](https://github.com/ContextualWisdomLab/governance-risk-compliance)** develops policy, control, evidence, and governance workflows without treating documentation or mappings as certification.
- **[context-graph-contracts](https://github.com/ContextualWisdomLab/context-graph-contracts)** defines shared interoperability contracts without becoming an application or foreign system of record.

## Public Projects
## Working principles

These repositories are public product and tool repositories that are not forks.
1. **Evidence before authority.** A model answer, score, scanner result, document, or workflow status does not become a business, security, scientific, legal, or merge decision merely because it exists.
2. **Source systems stay authoritative.** Products integrate through versioned contracts and anti-corruption boundaries instead of copying foreign truth or depending on cross-service application-table SQL.
3. **Human judgment remains visible.** We aim to reduce context reconstruction and repetitive work while preserving review points where consequences require a person or an explicitly governed authority.
4. **Fail closed on uncertainty.** Missing provenance, stale identity, ambiguous permissions, unsupported scientific evidence, and unverified release state should stop a claim or action rather than be filled in heuristically.
5. **Commercial provenance matters.** Repository source licensing and third-party software/assets are reviewed separately. A permissive project license does not relicense an incompatible dependency.

- **[naruon](https://github.com/ContextualWisdomLab/naruon)**: 메일, 첨부, 일정, 작업을 맥락으로 묶어 판단과 실행으로 연결하는 AI 이메일 워크스페이스입니다.
- **[pg-erd-cloud](https://github.com/ContextualWisdomLab/pg-erd-cloud)**: PostgreSQL 스키마를 리버스 엔지니어링하고 ERD와 DDL 공유 흐름으로 관리하는 클라우드 MVP입니다.
- **[bandscope](https://github.com/ContextualWisdomLab/bandscope)**: 곡을 섹션, 역할, 템포, 연습 우선순위로 분석하는 로컬 우선 리허설 앱입니다.
- **[codec-carver](https://github.com/ContextualWisdomLab/codec-carver)**: 긴 녹음을 메타데이터를 보존한 FLAC/Opus 조각으로 변환하는 Python CLI입니다.
- **[newsdom-api](https://github.com/ContextualWisdomLab/newsdom-api)**: 스캔된 일본어 신문 PDF를 기사, 제목, 본문, 이미지 구조의 DOM형 JSON으로 파싱하는 API입니다.
- **[scopeweave](https://github.com/ContextualWisdomLab/scopeweave)**: 트리 편집, 진행률 계산, CSV/JSON, 주간 Gantt를 지원하는 정적 HTML/CSS/JS WBS 플래너입니다.
- **[VibeSec](https://github.com/ContextualWisdomLab/VibeSec)**: 바이브코딩 앱을 위한 보안 가드레일입니다. AI 개발 도구 규칙, 정적 점검, 리뷰와 수정 프롬프트를 다룹니다.
## Research lens

## Forked Projects
We use DIKW as a set of product checkpoints rather than an automatic hierarchy:

These repositories started from external upstream projects and are tracked separately from lab-originated work.
**records → contextualization → judgment points → action**

- **argos**: Fork of [vibemafiaclub/argos](https://github.com/vibemafiaclub/argos). Claude Code·Codex 팀의 토큰, 스킬, 세션 사용 패턴을 분석하는 애널리틱스입니다.
- **vooster**: Fork of [vibemafiaclub/vooster](https://github.com/vibemafiaclub/vooster). 사람과 AI가 함께 제품 행동과 유스케이스를 관리하는 vspec 도구입니다.
- **vooster-v2-mvp**: Fork of [vibemafiaclub/vooster-v2-mvp](https://github.com/vibemafiaclub/vooster-v2-mvp). goals, features, specs 구조로 제품 행동 명세를 다루는 TypeScript CLI MVP입니다.
The practical questions are simple: Did we retain the source evidence? Did we add the context needed to interpret it? Did we expose uncertainty and counterevidence? Did we narrow the result to a reviewable decision or next action?

## Current Focus
Selected background:

- **Context systems**: 관계, 출처, 기준, 리스크를 함께 보존하는 지식 구조
- **Decision interfaces**: 오늘 결정할 것과 확인할 가정을 드러내는 화면
- **Enterprise AI rails**: 인증, 권한, 보안, 감사, 사용량 책임이 작동하는 운영 기반
- **Agentic workflows**: 반복 탐색은 줄이고 근거 확인과 사람의 판단은 남기는 작업 흐름
- Ackoff, R. L. (1989). *From data to wisdom*. Journal of Applied Systems Analysis, 16(1), 3–9.
- Baskarada, S., & Koronios, A. (2013). Data, information, knowledge, wisdom (DIKW): A semiotic theoretical and empirical exploration. *Australasian Journal of Information Systems, 18*(1). https://doi.org/10.3127/ajis.v18i1.748
- Frické, M. (2009). The knowledge pyramid: A critique of the DIKW hierarchy. *Journal of Information Science, 35*(2), 131–142. https://doi.org/10.1177/0165551508094050
- Brienza, J. P., Kung, F. Y. H., Santos, H. C., Bobocel, D. R., & Grossmann, I. (2018). Wisdom, bias, and balance: Toward a process-sensitive measurement of wisdom-related cognition. *Journal of Personality and Social Psychology, 115*(6), 1093–1126. https://doi.org/10.1037/pspp0000171

## References
## Repository and license boundary

DIKW를 그대로 믿지 않고 제품 원칙으로 옮기기 위해 참고한 자료입니다.
This organization profile is a curated entry point, not an exhaustive product catalog and not release, deployment, customer, certification, or commercial-readiness evidence. The owning repository remains authoritative for each product's current behavior, maturity, installation path, security posture, and license.

- Ackoff, R. L. (1989). From data to wisdom. *Journal of Applied Systems Analysis, 16*(1), 3-9. https://faculty.ung.edu/kmelton/documents/datawisdom.pdf
- Baskarada, S., & Koronios, A. (2013). Data, information, knowledge, wisdom (DIKW): A semiotic theoretical and empirical exploration of the hierarchy and its quality dimension. *Australasian Journal of Information Systems, 18*(1). https://doi.org/10.3127/ajis.v18i1.748
- Frické, M. (2009). The knowledge pyramid: A critique of the DIKW hierarchy. *Journal of Information Science, 35*(2), 131-142. https://doi.org/10.1177/0165551508094050
- Brienza, J. P., Kung, F. Y. H., Santos, H. C., Bobocel, D. R., & Grossmann, I. (2018). Wisdom, bias, and balance: Toward a process-sensitive measurement of wisdom-related cognition. *Journal of Personality and Social Psychology, 115*(6), 1093-1126. https://doi.org/10.1037/pspp0000171
The ContextualWisdomLab `.github` repository and this profile are licensed under the **MIT License**. Linked repositories and all third-party packages, assets, standards, models, datasets, and services retain their own terms; this profile does not relicense them.

## Founder

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