Claude Managed Agents의 Dreaming, Outcomes, Orchestration — 에이전트가 자면서 스스로 나아지는 구조
2026년 5월 Code with Claude SF에서 발표된 Dreaming, Outcomes, Multiagent Orchestration 기술 구조를 분석한다. Harvey 6배 수치의 맥락, LLM-as-judge 제품화, 자기 개선 루프의 거버넌스 리스크까지.
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Personal technical notes on AI agents, automation, developer tools, and the process of building software.
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한국어
AI 에이전트, 자동화, 개발 도구, 소프트웨어 제작 과정을 한국어로 기록합니다.
Cloudflare Agents Week 2026 분석 — AI 에이전트가 클라우드 인프라를 직접 프로비저닝한다
Cloudflare Agents Week 2026 전체 발표 심층 분석 — Sandboxes GA, Artifacts, Dynamic Workers, 에이전트가 직접 인프라를 자율 프로비저닝하는 기능까지. @cloudflare/agents SDK 로컬 실험 결과 포함.
AWS MCP Server GA 실전 가이드 — CloudWatch·IAM 에이전트 연동 완전 분석
AWS MCP Server가 2026년 5월 정식 출시됐다. uvx 한 줄로 CloudWatch 31개 도구와 IAM 29개 도구를 Claude Code에 연결한 실전 설치기. IAM 조건 키 기반 에이전트 권한 분리 아키텍처와 실제 AWS 계정 테스트 결과, 솔직한 평가까지.
English
Personal notes on AI agents, automation, developer tools, and building software.
Claude Managed Agents' Dreaming, Outcomes, and Orchestration — How Agents Self-Improve While You Sleep
A technical analysis of Dreaming, Outcomes, and Multiagent Orchestration announced at Code with Claude SF 2026. Breaking down Harvey's 6x claim, the productization of LLM-as-judge, and the governance risks of self-improving agents.
Cloudflare Agents Week 2026 — When AI Agents Become Cloud Customers
Cloudflare Agents Week 2026: Sandboxes GA, Artifacts, Dynamic Workers, and AI agents that autonomously provision cloud infrastructure. Deep-dive into 20+ announcements with @cloudflare/agents SDK experiment results.
AWS MCP Server GA: CloudWatch & IAM Tools for Claude Code
AWS MCP Server went GA May 2026. Connect 31 CloudWatch and 29 IAM tools to Claude Code. IAM condition-key architecture and honest real-world evaluation included.
日本語
AIエージェント、自動化、開発ツール、ソフトウェア開発の記録です。
Claude Managed AgentsのDreaming・Outcomes・Orchestration — エージェントが眠りながら自己改善する仕組みの分析
2026年5月Code with Claude SFで発表されたDreaming・Outcomes・Multiagent Orchestrationの技術構造を分析する。Harvey 6倍数値の文脈、LLM-as-judge製品化、自己改善ループのガバナンスリスクまで。
Cloudflare Agents Week 2026分析 — AIエージェントがクラウドインフラを自律的にプロビジョニングする
Cloudflareが4月のAgents Week行事で20件以上の発表を行った。Sandboxes GA、Artifacts、Dynamic Workers、さらにエージェントが直接Cloudflareアカウントを作成してドメインを購入する機能まで。@cloudflare/agents SDKをローカルで実際に動かした結果をまとめた。
AWS MCP Server GA 実践ガイド — CloudWatch·IAMでAIエージェントにAWSを理解させる
AWS MCPサーバーが2026年5月に正式リリース。uvx 1行でCloudWatch 31ツールとIAM 29ツールをClaude Codeに接続した実践レポート。IAM条件キー(aws:ViaAWSMCPService)基盤のエージェント権限分離アーキテクチャ分析と実際のAWSアカウント連携テスト結果・率直な評価まで。
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记录 AI 代理、自动化、开发工具和软件构建过程。
Claude Managed Agents的Dreaming、Outcomes与Orchestration — 代理在睡眠中自我改进的结构分析
深度解析2026年5月Code with Claude SF大会发布的Dreaming、Outcomes和多代理编排技术架构。剖析Harvey 6倍数据的背景、LLM-as-judge的产品化，以及自我改进循环的治理风险。
Cloudflare Agents Week 2026分析 — AI智能体成为云基础设施的自主运营者
Cloudflare Agents Week 2026全面解析 — Sandboxes GA、Artifacts、Dynamic Workers，以及AI智能体自主提供基础设施的功能。20多项公告深度分析，附@cloudflare/agents SDK本地实验结果。
AWS MCP Server GA 实战指南 — 用CloudWatch与IAM让AI编程助手真正理解你的AWS环境
AWS MCP Server于2026年5月正式发布。实际测试了uvx一行同时接入CloudWatch 31个工具和IAM 29个工具到Claude Code的全过程。深入分析IAM条件键(aws:ViaAWSMCPService)权限分离架构，附真实AWS账号连接测试结果与客观评价，判断生产环境实用性。