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손으로 찍어 문서에 붙인 코드 스크린샷은 소스가 없는 산출물입니다. 코드가 바뀌어도 이미지는 그대로라 어느 순간부터 조용히 틀린 것을 보여 주기 시작합니다. goshot 같은 CLI로 이미지를 명령 한 줄에서 생성하면 문서와 함께 다시 만들 수 있게 되고, 그 순간 비밀 값 가리기와 스타일 통일까지 검토 대상으로 끌어올 수 있습니다. 무엇이 확인된 기능이고 무엇을 제가 직접 실행해 보지 않았는지도 함께 적었습니다.- Published on
계산기를 쓰면서 죄책감을 느끼는 사람은 없는데, AI가 써 준 문서를 보낸 뒤에는 대부분 조금 찜찜해합니다. 그 비대칭이 이 글의 질문입니다. 오프로딩이 순수한 이득인 영역, 실제로 능력을 깎는다고 측정된 영역, 그리고 지금 대부분의 지식노동이 놓여 있는 애매한 중간을 나눠 봅니다. 항공 분야의 자동화 의존 연구는 통념과 다른 것을 발견했고, 자동화 편향 연구는 훈련으로 막히지 않는다고 말합니다. 지루함을 맡기는 것과 판단을 맡기는 것이 왜 다른 종류의 결정인지, 그리고 지금 세대가 넘기는 능력에 대해 우리가 아직 무엇을 모르는지 씁니다.- Published on
AI로 블로그 글을 쓰는 과정을 주제 수집부터 성과 확인까지 일곱 단계로 나누고, 각 단계에서 모델이 실제로 도움이 되는 지점과 절대 맡기면 안 되는 지점을 구분했습니다. 이 파이프라인의 무게중심은 초안이 아니라 사실 검증입니다. 모델이 실제로 읽은 것만 인용하게 만드는 방법, 자신 있게 쓴 문장과 확인된 문장을 가르는 기준, 그리고 발행 직전에 돌리는 체크리스트를 실행 가능한 스크립트와 함께 정리했습니다. 자동화 스케치는 사람이 멈춰 설 지점을 일부러 남겨 둔 형태로 제시합니다.- Published on
2026년 3월 15일부터 공개 신뢰 TLS 인증서의 최대 수명은 이미 398일에서 200일로 줄었고, CA/B Forum 투표(SC-081v3)로 확정된 일정에 따라 2027년 3월 100일, 2029년 3월 47일까지 내려갑니다. 더 아픈 쪽은 수명이 아니라 도메인 검증 재사용 기간입니다 — 2029년 3월부터는 10일로 줄어서, 사실상 갱신할 때마다 검증을 다시 해야 합니다. 이 글은 흔히 인용되는 요약 대신 투표문과 Baseline Requirements 원문에서 단계별 날짜를 직접 확인하고, Let's Encrypt가 공지한 90→64→45일 전환 날짜(2027-02-10, 2028-02-16), 이미 일반 제공 중인 6일짜리 단기 인증서 프로파일, 갱신 시점 하드코딩을 없애는 ACME ARI(RFC 9773)의 동작과 클라이언트별 지원 현황(certbot·lego·CertMagic·cert-manager)을 정리합니다. 아직 안 온 것도 정직하게 적습니다 — DNS-PERSIST-01은 2026년 2분기 프로덕션 목표가 IETF 드래프트 이슈에 걸려 스테이징에 머물러 있습니다.- Published on
"이거 자동화해 줘"라는 말 앞에서 사람들은 자주 엉뚱한 도구를 집습니다. 자동화에는 서로 다른 세 부족이 있기 때문입니다 — API를 잇는 워크플로 자동화(Zapier·Make·n8n), API가 없는 화면을 사람처럼 조작하는 RPA(UiPath·Power Automate), 그리고 판단까지 대신하는 AI 에이전트. 각 부족의 정체와 2026년 지형(과금 모델의 함정, n8n 2.0의 AI 노드, Zapier Agents, 38억 달러 RPA 시장의 에이전틱 대전환)을 정리하고, "언제 무엇을 쓸지"의 결정 트리를 제시합니다.- Published on
2026년, AI 에이전트는 데모가 아니라 일상 도구다. 에이전트의 정의(LLM+도구+루프)와 워크플로우와의 차이부터 Claude Code의 CLAUDE.md·Skills·Hooks·병렬 서브에이전트, Cursor·Devin·Copilot Workspace의 용도 구분, 작업 분해와 테스트 게이트·git 안전망, MCP 서버 제작과 보안, 이메일·회의록·리서치 자동화, GitHub Issue 하나로 이 블로그가 글을 발행하는 실제 파이프라인, 오케스트레이터-워커·평가자-생성자·토론 패턴, 환각 대응과 인간 개입 설계, 모델 티어링과 프롬프트 캐싱, 프롬프트 인젝션 방어까지 26개 챕터로 정리했다.- Published on
기계가 사람의 일을 대신해 온 역사는 산업혁명 이전부터 반복되어 왔습니다. 이 글은 러다이트 운동부터 ATM과 은행원, 노동 총량의 오류, 그리고 오늘날의 인공지능까지를 돌아보며 AI가 일자리에 미치는 영향을 균형 있게 살펴봅니다.- Published on
감정이 아니라 규칙으로 투자하는 방법을 다룹니다. 투자정책서(IPS) 작성, 자동이체와 자동매수, 리밸런싱 규칙, 체크리스트, 점검 주기, 백테스트의 함정까지 시스템 관점으로 정리합니다.- Published on
인간의 기억과 의지는 생각보다 훨씬 불완전합니다. 실수를 막는 것은 더 강한 의지가 아니라 잘 설계된 시스템입니다. 체크리스트, 자동화, 외부화된 작업기억으로 나 대신 일하는 구조를 만드는 법을 이야기합니다.- Published on
모든 자동화에 CRD가 필요한 것은 아닙니다. 빌트인 리소스를 watch하는 컨트롤러만으로 ConfigMap/Secret 동기화, 네임스페이스 부트스트랩, 노드 라벨링 같은 사내 운영을 자동화할 수 있습니다. controller-runtime로 CRD 없이 구현하는 코드, Operator와 단순 컨트롤러의 구분, admission webhook 정책, 그리고 권한과 루프 같은 함정을 다룹니다.- Published on
Power Query로 데이터 가져오기와 변환을 자동화하는 방법을 단계별로 정리합니다. 폴더 결합, 쿼리 병합/추가, 매개변수, M 언어 맛보기, 새로 고침 자동화와 한계, 그리고 실무 월간 리포트 사례와 흔한 함정까지 다룹니다.- Published on
에이전트에게 매 턴 수동으로 프롬프트를 입력하는 시대가 끝나가고 있습니다. plan-act-verify-self-correct 루프 설계, 테스트와 린트를 에이전트 피드백으로 연결하는 검증 루프, CLAUDE.md 같은 리포 수준 가이드 파일 설계법, 멀티 에이전트 분업, 장시간 자율 작업의 체크포인트, 루프 폭주와 보상 해킹 같은 실패 모드까지 실전 관점에서 다룹니다.- Published on
2026년 5월 기준 iPaaS·워크플로우 자동화 생태계를 한 글에 정리합니다. Zapier·Make·n8n·Pipedream의 사용자 친화 도구부터 Workato·Tray.io·Boomi·MuleSoft의 엔터프라이즈 iPaaS, Windmill·Activepieces·Huginn 같은 오픈소스, 그리고 Apache NiFi·Kestra·Inngest·Trigger.dev 개발자 우선 도구까지. AI 에이전트 통합, 가격 모델, 셀프호스팅 의사결정, 한국·일본 사례를 다룹니다.- Published on
2026년 5월 기준, Zapier·n8n·Make(Integromat)·Activepieces·Pipedream·Workato·Tray.io·Tines·Huginn·IFTTT·Microsoft Power Automate를 한 글에서 비교합니다. 트리거/액션 모델, 폴링 vs 웹훅, 재시도와 멱등성, 코드 스텝(JS/Python), 셀프호스트 vs SaaS, AI 에이전트 통합(Zapier Central, n8n AI Agent), 가격 경제학, 보안/감사(SOC2·HIPAA), 한국·일본 도입 사례까지 한 번에 정리합니다.- Published on
2025년은 AI가 '코드를 제안'하던 시대에서 'AI가 티켓을 책임지는' 시대로 넘어간 해다. GitHub Issue를 AI 에이전트에게 할당하면 브랜치 생성→구현→PR→CI 통과까지 자동으로 굴러간다. 성숙도 4단계 모델, 2025년 툴 지형도(Copilot Coding Agent·Claude Code·Devin·Jules·Codex), GitHub 연동 아키텍처의 원리, 단계별 세팅법, 티켓 기반 개발 케이스, 직접 만드는 티켓→PR 봇, 컨텍스트 엔지니어링, 리뷰·머지 게이트, 비용·보안·거버넌스, 그리고 실전 팁까지.- Published on
AI를 가장 레버리지 높게 배포하는 표면은 IDE가 아니라 Slack이다 — 팀 전체가, 일이 일어나는 곳에서 쓴다. 이 글은 따라 하는 핸즈온이다. Slack 앱을 만들고, Bolt SDK로 멘션에 응답하는 최소 봇을 띄우고, Claude·Gemini·OpenClaw 게이트웨이를 연동하고, 스레드 컨텍스트를 다루고, MCP로 봇에 GitHub·Jira·DB 같은 도구를 쥐여주고, 스트리밍 UX·프로덕션 운영·Prompt Injection 방어까지.- Published on
Copilot, Cursor, Claude Code, Devin이 바꾸는 개발 일상. 2025~2035년 10년간 직무의 변화 3가지 시나리오 (낙관/중립/비관). Junior 직무는 어떻게 변하는가, Senior의 가치는 어디로. AI가 못하는 일에 집중하는 법. 윤리, 안전, 거버넌스. 한국 개발자의 포지션과 생존 전략. Season 3 피날레이자 앞으로의 관점 정리.- Published on
Flyway로 데이터베이스 마이그레이션을 자동화하는 완벽 가이드. 설치, 설정, 버전 관리, CI/CD 연동, 팀 협업 전략까지.- Published on
Terraform의 원리, HCL 문법, 상태 관리, 모듈화, Terragrunt, AWS 실전 예제까지 Infrastructure as Code의 모든 것.- Published on
브라우저와 가상 컴퓨터를 직접 조작하는 에이전트가 왜 지금 중요해졌는지, 어떤 아키텍처로 설계해야 하는지, 어디까지 자동화하고 어디서 멈춰야 하는지 실무 기준으로 정리한다.- Published on
n8n으로 AI 에이전트 워크플로우를 구성하고, Dify로 LLM 앱을 만들고, Mermaid로 다이어그램을 코드로 그리는 방법을 상세히 설명합니다.- Published on
CI/CD 파이프라인의 모든 것! GitHub Actions vs Jenkins vs GitLab CI 비교, 파이프라인 설계 원칙, 테스트 자동화, Docker 빌드 최적화, GitOps(ArgoCD), 시크릿 관리, DORA 메트릭, 롤백 전략까지.- Published on
GitHub Actions로 Go 프로젝트의 CI/CD 파이프라인을 구축하는 완전 가이드. Trunk-Based Development, GitHub Flow, Git Flow 브랜치 전략 비교부터 멀티 스테이지 Docker 빌드, K8s 자동 배포, 시크릿 관리, 매트릭스 빌드, 캐싱 최적화까지.- Published on
WEF: 8500만 대체 vs 9700만 신규 (+1200만). McKinsey: 2030년까지 30% 자동화. Goldman Sachs: 3억 일자리 영향. 고객서비스 80% 자동화, AI 일자리 77%는 석사 필요 — 데이터로 보는 AI 시대 직업 지도와 개발자 생존 전략.- Published on
GitHub Actions의 매트릭스 빌드 최적화, 캐시 전략, 셀프 호스트 러너 구성, Reusable Workflow, 보안 하드닝까지 프로덕션 수준의 CI/CD 파이프라인 구축 방법을 다룹니다.- Published on
Slack Bot을 Python Bolt SDK로 구축하는 방법을 앱 설정부터 이벤트 핸들링, 슬래시 커맨드, 모달, Block Kit, 배포까지 실전 코드와 함께 총정리합니다.- Published on
Bash/Zsh 기본 문법부터 파이프라인·프로세스 치환·시그널 핸들링·성능 최적화까지, 실무 엔지니어가 반드시 알아야 할 Shell 운용 기법을 코드 예제와 함께 정리한다.- Published on
Slack Bolt SDK를 활용한 봇 개발 가이드. 앱 설정부터 슬래시 명령어, 모달/블록킷 UI, 이벤트 처리, LLM 통합, Socket Mode 배포까지 코드와 함께 다룹니다.- Published on
Telegram Bot API와 Webhook을 활용한 챗봇 개발 완전 가이드. python-telegram-bot과 FastAPI로 봇을 구축하고, Polling vs Webhook 비교, 인라인 키보드, 명령어 핸들러, 그리고 Kubernetes 배포까지.- Published on
GitHub Actions의 고급 기능을 실전 예제로 마스터합니다. Matrix Strategy로 병렬 빌드, Cache로 빌드 속도 최적화, Self-hosted Runner로 비용 절감과 커스텀 환경 구축까지.- Published on
Terraform의 init부터 apply, state 관리, 모듈, Workspace까지와 Ansible의 ad-hoc 명령, Playbook, Role, Vault, Galaxy까지 — IaC와 Configuration Management의 양대 도구인 Terraform과 Ansible의 모든 명령어를 실전 예제와 함께 체계적으로 정리한다.- Published on
Clawdbot에서 OpenClaw로 진화한 오픈소스 자율형 AI Agent의 Gateway 아키텍처, Skills 생태계, 멀티채널 통합, 보안 이슈, 그리고 OpenAI 인수까지 기술적으로 심층 분석한다.