diff --git a/content/blog/ai-ontology-open-protocol/index.de.mdx b/content/blog/ai-ontology-open-protocol/index.de.mdx index a463049..1075d4c 100644 --- a/content/blog/ai-ontology-open-protocol/index.de.mdx +++ b/content/blog/ai-ontology-open-protocol/index.de.mdx @@ -3,7 +3,7 @@ title: "Enterprise-AI-Ontologie: Warum Definition und Runtime offen sein sollten description: "Ontology MCP wurde im Juni 2026 GA: Die Anbieter haben die Agent-Schnittstelle selbst einem offenen Protokoll überlassen. Die Definition folgt. Offen blieb allein die Runtime — dort wohnt Portabilität." author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.es.mdx b/content/blog/ai-ontology-open-protocol/index.es.mdx index f3fb8c2..209742c 100644 --- a/content/blog/ai-ontology-open-protocol/index.es.mdx +++ b/content/blog/ai-ontology-open-protocol/index.es.mdx @@ -3,7 +3,7 @@ title: "Ontología para IA empresarial: por qué la definición y el runtime deb description: "Ontology MCP llegó a GA en junio de 2026: los proveedores entregaron la interfaz de agentes a un protocolo abierto. La definición va detrás. Solo el runtime sigue cerrado, y ahí vive la portabilidad." author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.fr.mdx b/content/blog/ai-ontology-open-protocol/index.fr.mdx index a5ffff7..91b5708 100644 --- a/content/blog/ai-ontology-open-protocol/index.fr.mdx +++ b/content/blog/ai-ontology-open-protocol/index.fr.mdx @@ -3,7 +3,7 @@ title: "Ontologie d'entreprise : pourquoi définition et runtime doivent être o description: "Ontology MCP est passé en GA en juin 2026 : les éditeurs ont eux-mêmes confié l’interface agent à un protocole ouvert. La définition suit. Seul le runtime est resté fermé — or la portabilité y habite." author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.ja.mdx b/content/blog/ai-ontology-open-protocol/index.ja.mdx index 9d76446..f5c9894 100644 --- a/content/blog/ai-ontology-open-protocol/index.ja.mdx +++ b/content/blog/ai-ontology-open-protocol/index.ja.mdx @@ -3,7 +3,7 @@ title: "企業 AI Ontology：業務定義とランタイムをともにオープ description: "2026 年 6 月、Ontology MCP が GA。ベンダー自身が agent インターフェースを開放プロトコルに委ねた。定義層も追随している。開かれなかったのは実行層だけだ。" author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.ko.mdx b/content/blog/ai-ontology-open-protocol/index.ko.mdx index 2482dbe..c856301 100644 --- a/content/blog/ai-ontology-open-protocol/index.ko.mdx +++ b/content/blog/ai-ontology-open-protocol/index.ko.mdx @@ -3,7 +3,7 @@ title: "기업 AI Ontology: 비즈니스 정의와 런타임을 모두 열어야 description: "2026년 6월 Ontology MCP가 GA로 전환됐다. 벤더들이 스스로 agent 인터페이스를 개방 프로토콜에 넘긴 것이다. 정의 계층도 뒤따르고 있다. 열리지 않은 것은 런타임뿐이다." author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.mdx b/content/blog/ai-ontology-open-protocol/index.mdx index fd63547..3b7de8f 100644 --- a/content/blog/ai-ontology-open-protocol/index.mdx +++ b/content/blog/ai-ontology-open-protocol/index.mdx @@ -3,7 +3,7 @@ title: "Enterprise AI Ontology: Why the Definition and Runtime Should Be Open" description: "Ontology MCP went GA in June 2026 — the vendors made the agent interface an open protocol themselves. Definitions are following. The runtime is the layer nobody opened, and that is where portability actually lives." author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.zh-Hans.mdx b/content/blog/ai-ontology-open-protocol/index.zh-Hans.mdx index 19ab4d8..5836c8b 100644 --- a/content/blog/ai-ontology-open-protocol/index.zh-Hans.mdx +++ b/content/blog/ai-ontology-open-protocol/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: 企业 AI Ontology：为什么业务定义与运行时都应该开放 description: 2026 年 6 月 Ontology MCP 正式可用：厂商自己把 agent 接口交给了开放协议，定义层也在跟进。唯独运行时没人打开——而可移植性恰恰住在那一层。 author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-ontology-open-protocol/index.zh-Hant.mdx b/content/blog/ai-ontology-open-protocol/index.zh-Hant.mdx index a76a6b1..5fc5e34 100644 --- a/content/blog/ai-ontology-open-protocol/index.zh-Hant.mdx +++ b/content/blog/ai-ontology-open-protocol/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: 企業 AI Ontology：為什麼業務定義與執行時都應該開放 description: 2026 年 6 月 Ontology MCP 正式可用：廠商自己把 agent 介面交給了開放協議，定義層也在跟進。唯獨執行時沒人開啟——而可移植性恰恰住在那一層。 author: ObjectStack Team date: 2026-06-12 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.de.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.de.mdx index db4979b..d4266aa 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.de.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.de.mdx @@ -3,7 +3,7 @@ title: "Nachdem KI die App geschrieben hat: Können Sie das Diff prüfen und mer description: "KI kann schnell eine lauffähige App erzeugen, und CI kann grün sein. Die eigentliche Frage ist, wer einen großen PR verantwortet, den niemand vollständig versteht." author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.es.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.es.mdx index b921433..3ec0738 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.es.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.es.mdx @@ -3,7 +3,7 @@ title: "Después de que la IA escribe la app: ¿puedes revisar el diff y hacer M description: "La IA puede generar rápido una app que funciona y pasar CI. La pregunta real es quién puede responsabilizarse de un PR grande que nadie entiende por completo." author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.fr.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.fr.mdx index 2cd1946..872c5c3 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.fr.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.fr.mdx @@ -3,7 +3,7 @@ title: "Après que l'IA écrit l'application : pouvez-vous relire le diff et mer description: "L'IA peut générer vite une app qui fonctionne et passer la CI. La vraie question est de savoir qui peut assumer une grosse PR que personne ne comprend entièrement." author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.ja.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.ja.mdx index 80a326e..b2181b7 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.ja.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.ja.mdx @@ -3,7 +3,7 @@ title: "AI がアプリを書いたあと：その diff をレビューして Me description: "AI は動くアプリをすばやく生成でき、CI も通るかもしれない。本当の問題は、誰も全体を理解していない大きな PR に、誰が責任を持って Merge できるかだ。" author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.ko.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.ko.mdx index 2a961ee..cc19808 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.ko.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.ko.mdx @@ -3,7 +3,7 @@ title: "AI가 앱을 쓴 뒤: 그 diff를 리뷰하고 Merge할 수 있는가" description: "AI는 돌아가는 앱을 빠르게 생성하고 CI도 통과할 수 있다. 진짜 문제는 아무도 전체를 이해하지 못하는 큰 PR에 누가 책임지고 Merge할 수 있느냐다." author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.mdx index bed7acc..3b22d21 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.mdx @@ -3,7 +3,7 @@ title: "AI-Written Apps: Can You Review the Diff and Merge With Confidence?" description: "AI can generate a working app in 30 minutes. The hard part is signing off on an 8,000-line PR you did not write. Reviewability, not speed, is the new moat." author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hans.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hans.mdx index a63a5a7..8a45781 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hans.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: AI 写完应用之后：你敢审查 diff 并点 Merge 吗？ description: AI 可以很快生成能跑的应用，CI 也可能全绿。真正的问题是：那份几千行、没人完整理解的 PR，谁敢负责合并？当写代码被自动化，瓶颈就从“写”转向“审查与签字”。 author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hant.mdx b/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hant.mdx index 92ca703..475ab03 100644 --- a/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hant.mdx +++ b/content/blog/ai-wrote-your-app-dare-to-merge/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: AI 寫完應用之後：你敢審查 diff 並點 Merge 嗎？ description: AI 可以很快生成能跑的應用，CI 也可能全綠。真正的問題是：那份幾千行、沒人完整理解的 PR，誰敢負責合併？當寫程式碼被自動化，瓶頸就從“寫”轉向“審查與簽字”。 author: ObjectStack Team date: 2026-06-16T18:30:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.de.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.de.mdx index 73f9650..eade885 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.de.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.de.mdx @@ -3,7 +3,7 @@ title: "Agentforce oder Copilot Studio: Wann eine offene Self-Hosted-Runtime pas author: ObjectStack Team description: "Ein Unternehmen hätte fast Agentforce unterschrieben — bis es merkte, dass die Plattform die halben Daten außerhalb der Mauer nicht erreicht. Wann die geschlossene Suite, wann offen-self-hosted — und warum „beides“ oft gewinnt." date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.es.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.es.mdx index ea4b88c..846438d 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.es.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.es.mdx @@ -3,7 +3,7 @@ title: "Más allá de Agentforce y Copilot Studio: cuándo elegir un runtime abi author: ObjectStack Team description: "Una empresa estuvo a punto de firmar Agentforce, hasta descubrir que no alcanzaba la mitad de sus datos fuera del muro. Cuándo elegir la suite cerrada, cuándo el runtime abierto y autoalojado, y por qué «usar los dos» suele ganar." date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.fr.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.fr.mdx index 85a7f55..deb029c 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.fr.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.fr.mdx @@ -3,7 +3,7 @@ title: "Au-delà d'Agentforce et Copilot Studio : quand choisir un runtime ouver author: ObjectStack Team description: "Une entreprise a failli signer Agentforce — avant de voir qu'il n'atteignait pas la moitié de ses données hors les murs. Quand choisir une suite fermée, quand l'ouvert auto-hébergé, et pourquoi « les deux » l'emporte souvent." date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.ja.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.ja.mdx index b755d30..c06f297 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.ja.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.ja.mdx @@ -3,7 +3,7 @@ title: "Agentforce、Copilot Studio の先へ:なぜ一部の企業はオープ author: ObjectStack Team description: "Agentforce や Copilot Studio は自社エコシステム内で強い。だがデータ、権限、モデル選択が複数システムにまたがる企業では、オープンでセルフホスト可能なランタイムも比較軸になる。" date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.ko.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.ko.mdx index 0e96d65..0ffd162 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.ko.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.ko.mdx @@ -3,7 +3,7 @@ title: "Agentforce, Copilot Studio 너머: 왜 어떤 기업은 개방형, 셀 author: ObjectStack Team description: "한 회사가 Agentforce에 서명하기 직전, 벽 바깥에 있는 데이터 절반에 닿지 못한다는 사실을 발견했다. 닫힌 스위트와 열린 셀프 호스팅 런타임을 정직하게 비교하고, 언제 무엇을 고를지 — 그리고 왜 '둘 다 쓰기'가 정답일 때가 많은지 짚는다." date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.mdx index 535a64c..4f574e8 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.mdx @@ -3,7 +3,7 @@ title: "Agentforce vs. an Open Self-Hosted Runtime: When to Choose Each" author: ObjectStack Team description: "A company nearly signed with Agentforce until it found that half its data lived outside the suite. Here is when to choose a closed suite, when to choose open self-hosting, and when to use both." date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hans.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hans.mdx index c231490..85182db 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hans.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: Agentforce、Copilot Studio 之外：何时选择开放自托管运行时 author: ObjectStack Team description: Agentforce、Copilot Studio、ServiceNow AI Agents 在各自生态内都很强。问题是你的数据、流程和权限是否也在同一个生态内；若不是，开放自托管运行时或混合架构可能更稳。 date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hant.mdx b/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hant.mdx index 8633bfc..a785a5b 100644 --- a/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hant.mdx +++ b/content/blog/beyond-agentforce-copilot-open-runtime/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: Agentforce、Copilot Studio 之外：何時選擇開放自託管執行時 author: ObjectStack Team description: Agentforce、Copilot Studio、ServiceNow AI Agents 在各自生態內都很強。問題是你的資料、流程和權限是否也在同一個生態內；若不是，開放自託管執行時或混合架構可能更穩。 date: 2026-06-16T11:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/context-bottleneck-read-half/index.mdx b/content/blog/context-bottleneck-read-half/index.mdx index 3b5e4af..1831b61 100644 --- a/content/blog/context-bottleneck-read-half/index.mdx +++ b/content/blog/context-bottleneck-read-half/index.mdx @@ -3,7 +3,7 @@ title: "Context Is the Bottleneck in Enterprise AI: Every Fix Solves Only the Re description: "Two of the largest data platforms built their June 2026 keynotes around the same claim, and it is correct. But semantic layers, catalogs and ontologies all ground what an agent reads. The write half runs on borrowed enforcement." author: ObjectStack Team date: 2026-08-31T10:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/enterprise-agent-true-cost/index.de.mdx b/content/blog/enterprise-agent-true-cost/index.de.mdx index 26bc6a8..91a4891 100644 --- a/content/blog/enterprise-agent-true-cost/index.de.mdx +++ b/content/blog/enterprise-agent-true-cost/index.de.mdx @@ -3,7 +3,7 @@ title: "AI-Agent-Kosten: Aktionspreise und Self-Hosting-Laufzeitkosten vergleich description: "Aktions- oder Token-Preise wirken flexibel, doch je autonomer ein Agent wird, desto mehr Tool-Aufrufe entstehen. Kosten müssen mit Nutzungsprofil, Datenabfluss, Lock-in und Betriebsmodell gerechnet werden." author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.es.mdx b/content/blog/enterprise-agent-true-cost/index.es.mdx index d85bd23..f94c172 100644 --- a/content/blog/enterprise-agent-true-cost/index.es.mdx +++ b/content/blog/enterprise-agent-true-cost/index.es.mdx @@ -3,7 +3,7 @@ title: "Coste de AI Agents: comparar precio por acción y runtime autoalojado" description: "El cobro por acción o por token parece flexible, pero cuanto más autónomo es un agent, más llamadas a herramientas produce. El coste debe verse junto a uso, salida de datos, lock-in y operación propia." author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.fr.mdx b/content/blog/enterprise-agent-true-cost/index.fr.mdx index 3c70a94..b5100ed 100644 --- a/content/blog/enterprise-agent-true-cost/index.fr.mdx +++ b/content/blog/enterprise-agent-true-cost/index.fr.mdx @@ -3,7 +3,7 @@ title: "Coût des agents IA : comparer prix par action et runtime auto-hébergé description: "La facturation par action ou par token semble flexible, mais plus un agent devient autonome, plus il appelle d'outils. Le coût doit être lu avec usage, sortie de données, lock-in et exploitation propre." author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.ja.mdx b/content/blog/enterprise-agent-true-cost/index.ja.mdx index 8296d7f..3d82044 100644 --- a/content/blog/enterprise-agent-true-cost/index.ja.mdx +++ b/content/blog/enterprise-agent-true-cost/index.ja.mdx @@ -3,7 +3,7 @@ title: "AI Agent の料金：アクション課金とセルフホスト実行コ description: "アクション単位や token 単位の課金は柔軟に見えるが、agent が自律的になるほどツール呼び出しは増える。コストは使用量曲線、データ域外、ロックイン、自社運用の分岐点を一緒に見る必要がある。" author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.ko.mdx b/content/blog/enterprise-agent-true-cost/index.ko.mdx index 1c2693a..03d62f5 100644 --- a/content/blog/enterprise-agent-true-cost/index.ko.mdx +++ b/content/blog/enterprise-agent-true-cost/index.ko.mdx @@ -3,7 +3,7 @@ title: "AI Agent 가격: 동작당 과금과 셀프 호스팅 실행 비용" description: "동작 단위나 token 단위 과금은 유연해 보이지만, agent가 자율적일수록 도구 호출은 늘어난다. 비용은 사용량 곡선, 데이터 반출, 락인, 자체 운영의 분기점을 함께 봐야 한다." author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.mdx b/content/blog/enterprise-agent-true-cost/index.mdx index 6f7b85f..175aa97 100644 --- a/content/blog/enterprise-agent-true-cost/index.mdx +++ b/content/blog/enterprise-agent-true-cost/index.mdx @@ -3,7 +3,7 @@ title: "AI Agent Pricing: Per-Action Billing vs. Self-Hosted Runtime Cost" description: "At $0.10 per Agentforce action, a successful agent can make usage-based pricing rise quickly. Compare per-action billing with a self-hosted runtime before you scale." author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.zh-Hans.mdx b/content/blog/enterprise-agent-true-cost/index.zh-Hans.mdx index d942dcf..3814aa6 100644 --- a/content/blog/enterprise-agent-true-cost/index.zh-Hans.mdx +++ b/content/blog/enterprise-agent-true-cost/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: AI Agent 定价：按动作计费与自托管运行时成本 description: 按动作或按 token 计费看起来灵活，但 agent 越自主，中间工具调用越多。真正的成本账要同时看用量曲线、数据出域、平台锁定，以及什么时候自托管才划算。 author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-agent-true-cost/index.zh-Hant.mdx b/content/blog/enterprise-agent-true-cost/index.zh-Hant.mdx index 4db80e2..1a654a3 100644 --- a/content/blog/enterprise-agent-true-cost/index.zh-Hant.mdx +++ b/content/blog/enterprise-agent-true-cost/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: AI Agent 定價：按動作計費與自託管執行時成本 description: 按動作或按 token 計費看起來靈活，但 agent 越自主，中間工具呼叫越多。真正的成本賬要同時看用量曲線、資料出域、平臺鎖定，以及什麼時候自託管才划算。 author: ObjectStack Team date: 2026-06-16T12:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.de.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.de.mdx index 29d51ad..380bd34 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.de.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.de.mdx @@ -3,7 +3,7 @@ title: "Offene Unternehmens-Ontologie: Wem sollte die semantische Geschäftsschi description: "Zwischen Nov. 2025 und Aug. 2026 haben fünf Plattformen eine semantische Geschäftsschicht ausgeliefert und meist einen MCP-Lesepfad geöffnet — die Definition blieb drinnen. Protokoll offen, Definition geschlossen." author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.es.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.es.mdx index f80fc63..c7f0be6 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.es.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.es.mdx @@ -3,7 +3,7 @@ title: "Ontología empresarial abierta: quién debería poseer la capa semántic description: "Entre nov. 2025 y ago. 2026 cinco plataformas lanzaron una capa semántica de negocio y la mayoría abrió una vía de lectura por MCP, dejando dentro la definición. Protocolo abierto, definición cerrada." author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.fr.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.fr.mdx index 4d1e3ed..2ac6393 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.fr.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.fr.mdx @@ -3,7 +3,7 @@ title: "Ontologie d'entreprise ouverte : qui doit posséder la couche sémantiqu description: "Entre nov. 2025 et août 2026, cinq plateformes ont livré une couche sémantique métier et la plupart ont ouvert une voie de lecture MCP, en gardant la définition à l'intérieur. Protocole ouvert, définition fermée." author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.ja.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.ja.mdx index 8f0dd67..a932d22 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.ja.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.ja.mdx @@ -3,7 +3,7 @@ title: "オープンな企業オントロジー：業務セマンティックレ description: "2025年11月から2026年8月にかけて5つのプラットフォームが業務セマンティックレイヤーを投入し、その多くが MCP の読み取り経路を開放した。だが定義そのものは内部に残る。プロトコルは開放、定義は封鎖——所有権の問いはより鋭くなった。" author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.ko.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.ko.mdx index 3cc2a50..25971be 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.ko.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.ko.mdx @@ -3,7 +3,7 @@ title: "열린 기업 온톨로지: 비즈니스 의미 계층은 누가 소유 description: "2025년 11월부터 2026년 8월까지 다섯 플랫폼이 비즈니스 의미 계층을 출시했고, 대부분 MCP 읽기 경로를 열었다. 그러나 정의 자체는 안에 남는다. 프로토콜은 열리고 정의는 닫혔다 — 소유권 질문은 더 날카로워졌다." author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.mdx index 76f3809..d19f84f 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.mdx @@ -3,7 +3,7 @@ title: "Open vs. Closed Enterprise Ontologies: Who Owns the Business Semantic La description: "Five platforms shipped a business semantic layer between Nov 2025 and Aug 2026, and most opened an MCP read path while keeping the definition inside. Protocol-open, definition-closed — and the ownership question got sharper." author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hans.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hans.mdx index 9ec2f4c..46b810d 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hans.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: 开放与封闭企业本体：谁拥有业务语义层 description: 2025 年 11 月到 2026 年 8 月，五家平台各自交付了业务语义层，而且大多把 MCP 读取通道开放了出来，定义本身却仍留在平台里。协议开放，定义封闭——归属之争因此更尖锐了。 author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hant.mdx b/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hant.mdx index c38fb3d..3c713fe 100644 --- a/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hant.mdx +++ b/content/blog/enterprise-ontology-race-open-vs-closed/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: 開放與封閉企業本體：誰擁有業務語義層 description: 2025 年 11 月到 2026 年 8 月，五家平臺各自交付了業務語義層，而且大多把 MCP 讀取通道開放了出來，定義本身卻仍留在平臺裡。協議開放，定義封閉——歸屬之爭因此更尖銳了。 author: ObjectStack Team date: 2026-06-16T17:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: business diff --git a/content/blog/eu-ai-act-runtime-audit/index.de.mdx b/content/blog/eu-ai-act-runtime-audit/index.de.mdx index 1471c9d..5b7b0bf 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.de.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.de.mdx @@ -3,7 +3,7 @@ title: "EU-AI-Act-Audit-Readiness: Kann Ihre KI-Runtime Beweise liefern?" description: "Wenn ein Prüfer den vollständigen Hergang einer KI-Entscheidung sehen will, reicht Modellqualität nicht. Die Runtime muss Berechtigungen, Belege, Aufsicht und Audit-Historie zeigen können." author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.es.mdx b/content/blog/eu-ai-act-runtime-audit/index.es.mdx index ec30eb3..b0f0963 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.es.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.es.mdx @@ -3,7 +3,7 @@ title: "Preparación para auditoría de la EU AI Act: ¿tu runtime de IA puede a description: "Cuando un auditor pide el recorrido completo de una decisión de IA, la calidad del modelo no basta. El runtime debe mostrar permisos, evidencias, supervisión e historial de auditoría." author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.fr.mdx b/content/blog/eu-ai-act-runtime-audit/index.fr.mdx index bf9a5f7..2f68f1b 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.fr.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.fr.mdx @@ -3,7 +3,7 @@ title: "Audit EU AI Act : votre runtime d'IA peut-il produire les preuves ?" description: "Quand un auditeur demande le déroulé complet d'une décision IA, la qualité du modèle ne suffit pas. Le runtime doit montrer permissions, preuves, supervision et journal d'audit." author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.ja.mdx b/content/blog/eu-ai-act-runtime-audit/index.ja.mdx index 8f0179e..b684c2d 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.ja.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.ja.mdx @@ -3,7 +3,7 @@ title: "EU AI Act 監査準備：あなたの AI ランタイムは証拠を出 description: "AI 判断の完全な記録を求められたとき、モデル品質だけでは足りない。ランタイムは認可、証拠、監督、監査履歴を示せなければならない。" author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.ko.mdx b/content/blog/eu-ai-act-runtime-audit/index.ko.mdx index af74152..4854dbc 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.ko.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.ko.mdx @@ -3,7 +3,7 @@ title: "EU AI Act 감사 준비: 당신의 AI 런타임은 증거를 낼 수 있 description: "AI 판단의 전체 기록을 요구받을 때 모델 품질만으로는 부족하다. 런타임은 권한, 증거, 감독, 감사 이력을 보여줄 수 있어야 한다." author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.mdx b/content/blog/eu-ai-act-runtime-audit/index.mdx index 07ec1fb..e3d6360 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.mdx @@ -3,7 +3,7 @@ title: "EU AI Act Audit Readiness: Can Your AI Runtime Produce Evidence?" description: "When an auditor asks for the full record of one AI decision, model quality is not enough. Your runtime must show authorization, evidence, oversight, and audit history." author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.zh-Hans.mdx b/content/blog/eu-ai-act-runtime-audit/index.zh-Hans.mdx index ab348d4..5540396 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.zh-Hans.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: EU AI Act 审计准备：你的 AI 运行时能交出证据吗 description: AI Act 的多数规则按官方时间线将在 2026 年 8 月 2 日适用。审计真正要看的不是模型多强，而是运行时能否交出谁授权、动了什么、证据在哪。 author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/eu-ai-act-runtime-audit/index.zh-Hant.mdx b/content/blog/eu-ai-act-runtime-audit/index.zh-Hant.mdx index 55f7e34..3e583aa 100644 --- a/content/blog/eu-ai-act-runtime-audit/index.zh-Hant.mdx +++ b/content/blog/eu-ai-act-runtime-audit/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: EU AI Act 審計準備：你的 AI 執行時能交出證據嗎 description: AI Act 的多數規則按官方時間線將在 2026 年 8 月 2 日適用。審計真正要看的不是模型多強，而是執行時能否交出誰授權、動了什麼、證據在哪。 author: ObjectStack Team date: 2026-06-16T15:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/extend-existing-systems-with-ai/index.de.mdx b/content/blog/extend-existing-systems-with-ai/index.de.mdx index 3bc10d3..ac874b0 100644 --- a/content/blog/extend-existing-systems-with-ai/index.de.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.de.mdx @@ -3,7 +3,7 @@ title: Bestehende Geschäftssysteme AI-native machen, ohne Migration description: Auf selbst verwaltetem ObjectOS (Enterprise) die laufende Datenbank nur lesend verbinden, Tabellen per Coding-Agent als Objekte modellieren und AI auf echte Daten setzen – unter Ihren Berechtigungen, Ursprungssystem unangetastet. author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.es.mdx b/content/blog/extend-existing-systems-with-ai/index.es.mdx index bd91130..3948ea4 100644 --- a/content/blog/extend-existing-systems-with-ai/index.es.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.es.mdx @@ -3,7 +3,7 @@ title: Haz que tu sistema de negocio existente sea AI-native sin migrarlo description: En ObjectOS autogestionado (Enterprise), conecta la base que ya usas en solo lectura, deja que un agente de código modele las tablas como objetos y pon AI sobre datos reales, bajo tus permisos y sin tocar el sistema original. author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.fr.mdx b/content/blog/extend-existing-systems-with-ai/index.fr.mdx index 5711574..b6d8fe0 100644 --- a/content/blog/extend-existing-systems-with-ai/index.fr.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.fr.mdx @@ -3,7 +3,7 @@ title: Rendre votre système métier existant AI-native sans migration description: Sur ObjectOS autogéré (Enterprise), connectez votre base existante en lecture seule, laissez un agent de code modéliser les tables en objets et mettez l'AI sur des données réelles, sous vos permissions, système d'origine intact. author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.ja.mdx b/content/blog/extend-existing-systems-with-ai/index.ja.mdx index fc833bc..4e9a93b 100644 --- a/content/blog/extend-existing-systems-with-ai/index.ja.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.ja.mdx @@ -3,7 +3,7 @@ title: 既存の業務システムを移行せずに AI-native にする description: セルフマネージドの ObjectOS（Enterprise）で、すでに動いているデータベースを既定の読み取り専用で接続し、コーディングエージェントでテーブルをオブジェクトとしてモデル化すれば、元のシステムを壊さず、権限の下で実データに AI を載せられます。 author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.ko.mdx b/content/blog/extend-existing-systems-with-ai/index.ko.mdx index 49e73a8..f50ff70 100644 --- a/content/blog/extend-existing-systems-with-ai/index.ko.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.ko.mdx @@ -3,7 +3,7 @@ title: 마이그레이션 없이 기존 비즈니스 시스템을 AI-native로 description: 자체 운영형 ObjectOS(Enterprise)에서 이미 운영 중인 데이터베이스를 기본 읽기 전용으로 연결하고, 코딩 에이전트가 테이블을 객체로 모델링하게 하면 원래 시스템을 건드리지 않고도 권한 아래에서 실제 데이터에 AI를 적용할 수 있습니다. author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.mdx b/content/blog/extend-existing-systems-with-ai/index.mdx index 90378b1..3be364d 100644 --- a/content/blog/extend-existing-systems-with-ai/index.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.mdx @@ -3,7 +3,7 @@ title: "Add AI to Existing Systems Without Migration: Connect Your Database" description: On self-managed ObjectOS (Enterprise), connect the database you already run — read-only by default — let a coding agent model its tables as objects, and put AI on real data under your permissions, system of record untouched. author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.zh-Hans.mdx b/content/blog/extend-existing-systems-with-ai/index.zh-Hans.mdx index 97034d2..19a50a5 100644 --- a/content/blog/extend-existing-systems-with-ai/index.zh-Hans.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: 给现有系统加 AI：连接数据库，而不是先迁移 description: 在自管部署的 ObjectOS（企业版）里，把已经运行的数据库接入（默认只读），让 agent 把关键数据表建模为对象，再在你的权限边界内叠加 AI 能力；原系统继续运行，AI 走受控对象层。 author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/extend-existing-systems-with-ai/index.zh-Hant.mdx b/content/blog/extend-existing-systems-with-ai/index.zh-Hant.mdx index 716e97d..2b413de 100644 --- a/content/blog/extend-existing-systems-with-ai/index.zh-Hant.mdx +++ b/content/blog/extend-existing-systems-with-ai/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: 給現有系統加 AI：連線資料庫，而不是先遷移 description: 在自管部署的 ObjectOS（企業版）裡，把已經執行的資料庫接入（預設只讀），讓 agent 把關鍵資料表建模為物件，再在你的權限邊界內疊加 AI 能力；原系統繼續執行，AI 走受控物件層。 author: ObjectStack Team date: 2026-05-30 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: integration-data audience: general diff --git a/content/blog/forward-deployed-engineer-tools/index.de.mdx b/content/blog/forward-deployed-engineer-tools/index.de.mdx index 786d4cc..29eac1e 100644 --- a/content/blog/forward-deployed-engineer-tools/index.de.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.de.mdx @@ -3,7 +3,7 @@ title: "Welche Tools nutzen Forward-Deployed Engineers? Ein Ontologie-first Open description: "Was Forward-Deployed Engineers in einem 60–180-Tage-Deployment tatsächlich bauen, die fünf Schmerzen, die diese Arbeit definieren, und warum die Copycat-Welle 2026 die Rolle kopiert hat — nicht das Substrat darunter." author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.es.mdx b/content/blog/forward-deployed-engineer-tools/index.es.mdx index 928f9e8..5fd3f43 100644 --- a/content/blog/forward-deployed-engineer-tools/index.es.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.es.mdx @@ -3,7 +3,7 @@ title: "¿Qué herramientas usan los forward-deployed engineers? Un stack abiert description: "Qué construye de verdad un forward-deployed engineer en un deployment de 60–180 días, los cinco dolores que definen el trabajo y por qué la ola de imitadores de 2026 copió el rol pero no el sustrato que hay debajo." author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.fr.mdx b/content/blog/forward-deployed-engineer-tools/index.fr.mdx index 6984699..2177831 100644 --- a/content/blog/forward-deployed-engineer-tools/index.fr.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.fr.mdx @@ -3,7 +3,7 @@ title: "Quels outils utilisent les forward-deployed engineers ? Un stack ouvert, description: "Ce qu’un forward-deployed engineer construit réellement sur un déploiement de 60–180 jours, les cinq douleurs qui définissent le métier, et pourquoi la vague d’imitateurs de 2026 a copié le rôle mais pas le substrat." author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.ja.mdx b/content/blog/forward-deployed-engineer-tools/index.ja.mdx index 466cde1..d2d0c03 100644 --- a/content/blog/forward-deployed-engineer-tools/index.ja.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.ja.mdx @@ -3,7 +3,7 @@ title: "FDE(フォワードデプロイドエンジニア)は何を使うのか description: "FDE が 60–180 日のデプロイメントで実際に何を作るのか、この仕事を定義する 5 つの痛み、そして 2026 年の模倣の波がなぜ職種だけを写し取り、その下の基盤を写さなかったのか。" author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.ko.mdx b/content/blog/forward-deployed-engineer-tools/index.ko.mdx index 8d32ca5..9c68652 100644 --- a/content/blog/forward-deployed-engineer-tools/index.ko.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.ko.mdx @@ -3,7 +3,7 @@ title: "FDE(포워드 디플로이드 엔지니어)는 어떤 도구를 쓰나? description: "FDE가 60–180일짜리 배포에서 실제로 무엇을 만드는가, 이 일을 정의하는 다섯 가지 고통, 그리고 2026년의 모방 물결이 왜 직군만 베끼고 그 아래의 기반은 베끼지 못했는가." author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.mdx b/content/blog/forward-deployed-engineer-tools/index.mdx index 6cf7810..a5bddea 100644 --- a/content/blog/forward-deployed-engineer-tools/index.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.mdx @@ -3,7 +3,7 @@ title: "What Tools Do Forward-Deployed Engineers Use? An Ontology-First Open Sta description: "What forward deployed engineers actually build across a 60–180 day deployment, the five pains that define the work, and why the 2026 copycat wave copied the role but not the substrate underneath it." author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.zh-Hans.mdx b/content/blog/forward-deployed-engineer-tools/index.zh-Hans.mdx index 2eca7de..fdaf858 100644 --- a/content/blog/forward-deployed-engineer-tools/index.zh-Hans.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: "FDE(前沿部署工程师)用什么工具？一套本体优先的开源 description: "FDE 在一次 60–180 天的部署里真正写下什么:接入适配器、实体解析、权限映射、最初的几条工作流。加上定义这份工作的五个痛点,以及 2026 年的模仿潮为什么只抄走了岗位、没抄走底下的基质。" author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/forward-deployed-engineer-tools/index.zh-Hant.mdx b/content/blog/forward-deployed-engineer-tools/index.zh-Hant.mdx index 0739518..7de2c13 100644 --- a/content/blog/forward-deployed-engineer-tools/index.zh-Hant.mdx +++ b/content/blog/forward-deployed-engineer-tools/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: "FDE(前沿部署工程師)用什麼工具？一套本體優先的開源 description: "FDE 在一次 60–180 天的部署裡真正寫下什麼:接入配接器、實體解析、權限對映、最初的幾條工作流。加上定義這份工作的五個痛點,以及 2026 年的模仿潮為什麼只抄走了崗位、沒抄走底下的基質。" author: ObjectStack Team date: 2026-07-23 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.de.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.de.mdx index 21e531c..23ac611 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.de.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.de.mdx @@ -3,7 +3,7 @@ title: "Agent-Regeldateien schreiben: KI soll governbare Apps generieren" description: "AGENTS.md, .cursor/rules und CLAUDE.md sollten nicht nur Code-Stil regeln. Beschreiben Sie Rechte, Freigaben, Audit und das Ziel-Metadatenformat, damit KI-Apps prüfbar entstehen." author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.es.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.es.mdx index 05d70b7..ba7d6a2 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.es.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.es.mdx @@ -3,7 +3,7 @@ title: "Cómo escribir reglas de agent para que la IA genere apps gobernables" description: "AGENTS.md, .cursor/rules y CLAUDE.md no deberían cubrir solo estilo de código. Describe permisos, aprobaciones, auditoría y el formato de metadatos objetivo para que las apps generadas sean revisables." author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.fr.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.fr.mdx index c08ac57..af210eb 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.fr.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.fr.mdx @@ -3,7 +3,7 @@ title: "Comment écrire des règles d'agent pour que l'IA génère des apps gouv description: "AGENTS.md, .cursor/rules et CLAUDE.md ne devraient pas couvrir seulement le style de code. Décrivez permissions, approbations, audit et format cible pour obtenir des apps générées qui restent vérifiables." author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.ja.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.ja.mdx index cfede0c..4f8030a 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.ja.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.ja.mdx @@ -3,7 +3,7 @@ title: "Agent ルールファイルの書き方：AI にガバナンス可能な description: "AGENTS.md、.cursor/rules、CLAUDE.md はコードスタイルだけを管理すべきではない。権限、承認、監査、対象メタデータ形式を書けば、AI 生成アプリはレビューしやすくなる。" author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.ko.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.ko.mdx index a185457..489005a 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.ko.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.ko.mdx @@ -3,7 +3,7 @@ title: "Agent 규칙 파일 작성법: AI가 거버넌스 가능한 앱을 생 description: "AGENTS.md, .cursor/rules, CLAUDE.md는 코드 스타일만 다뤄서는 안 된다. 권한, 승인, 감사, 대상 메타데이터 형식을 쓰면 AI 생성 앱은 처음부터 검토하기 쉬워진다." author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.mdx index cbab0ec..c6b8a02 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.mdx @@ -3,7 +3,7 @@ title: "How to Write Agent Rules That Generate Governable Apps" description: "Most agent rule files police style, not governance. Use AGENTS.md, .cursor/rules, and an open declarative target so AI-generated apps are reviewable from day one." author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hans.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hans.mdx index 971bee0..f49ce45 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hans.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: Agent 规则文件怎么写：让 AI 生成可治理应用 description: 编码 agent 的 AGENTS.md、.cursor/rules 或 CLAUDE.md 不该只管代码风格。把权限、审批、审计和目标元数据格式写进去，AI 生成的应用才更容易被审查和签字。 author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hant.mdx b/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hant.mdx index 33c7417..c521118 100644 --- a/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hant.mdx +++ b/content/blog/give-your-agent-rules-for-governable-apps/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: Agent 規則檔案怎麼寫：讓 AI 生成可治理應用 description: 編碼 agent 的 AGENTS.md、.cursor/rules 或 CLAUDE.md 不該只管程式碼風格。把權限、審批、審計和目標後設資料格式寫進去，AI 生成的應用才更容易被審查和簽字。 author: ObjectStack Team date: 2026-06-16T18:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: developer diff --git a/content/blog/how-to-move-an-internal-system-to-metadata/index.mdx b/content/blog/how-to-move-an-internal-system-to-metadata/index.mdx index a22a0f7..bd27c19 100644 --- a/content/blog/how-to-move-an-internal-system-to-metadata/index.mdx +++ b/content/blog/how-to-move-an-internal-system-to-metadata/index.mdx @@ -3,7 +3,7 @@ title: "How to Migrate a Legacy Internal System to Metadata Without a Big-Bang R description: A staged path off a legacy internal system - connect it read-only, measure how often your declared rules disagree with what it actually did, enable writes one object at a time, then cut over. Including when not to migrate. author: ObjectStack Team date: 2026-09-17T10:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: modernization audience: it diff --git a/content/blog/how-to-review-ai-generated-app-changes/index.mdx b/content/blog/how-to-review-ai-generated-app-changes/index.mdx index bd9fa6c..7141377 100644 --- a/content/blog/how-to-review-ai-generated-app-changes/index.mdx +++ b/content/blog/how-to-review-ai-generated-app-changes/index.mdx @@ -3,7 +3,7 @@ title: "How to Review AI-Generated Code: A Checklist for Metadata App Changes" description: "A four-pass review order for AI-written app changes, worked on a real diff. The validation gate proves a change is enforceable; it never proves the change is correct. That third rung is the reviewer's whole job." author: ObjectStack Team date: 2026-09-08T10:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: developer diff --git a/content/blog/mcp-governed-tool-layer/index.de.mdx b/content/blog/mcp-governed-tool-layer/index.de.mdx index 7654b2b..9303695 100644 --- a/content/blog/mcp-governed-tool-layer/index.de.mdx +++ b/content/blog/mcp-governed-tool-layer/index.de.mdx @@ -3,7 +3,7 @@ title: "MCP-Sicherheit: Warum das Protokoll allein nicht reicht" description: "MCP und A2A machen es leicht, Agents mit Werkzeugen zu verbinden. Verbindung ist aber keine Autorisierung. Unternehmen brauchen eine Werkzeugschicht, die bei jedem Aufruf Identität, Rechte und Audit erzwingt." author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.es.mdx b/content/blog/mcp-governed-tool-layer/index.es.mdx index 8ad2818..2c91d8f 100644 --- a/content/blog/mcp-governed-tool-layer/index.es.mdx +++ b/content/blog/mcp-governed-tool-layer/index.es.mdx @@ -3,7 +3,7 @@ title: "Seguridad MCP: por qué el protocolo por sí solo no basta" description: "MCP y A2A facilitan conectar agents con herramientas. Pero conexión no es autorización. La empresa necesita una capa que imponga identidad, permisos y auditoría en cada llamada." author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.fr.mdx b/content/blog/mcp-governed-tool-layer/index.fr.mdx index b0d7dbe..f98359a 100644 --- a/content/blog/mcp-governed-tool-layer/index.fr.mdx +++ b/content/blog/mcp-governed-tool-layer/index.fr.mdx @@ -3,7 +3,7 @@ title: "Sécurité MCP : pourquoi le protocole seul ne suffit pas" description: "MCP et A2A facilitent la connexion des agents aux outils. Mais connexion n'est pas autorisation : l'entreprise a besoin d'une couche qui impose identité, permissions et audit à chaque appel." author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.ja.mdx b/content/blog/mcp-governed-tool-layer/index.ja.mdx index 6bbb9d5..2cf85aa 100644 --- a/content/blog/mcp-governed-tool-layer/index.ja.mdx +++ b/content/blog/mcp-governed-tool-layer/index.ja.mdx @@ -3,7 +3,7 @@ title: "MCP セキュリティ：プロトコルだけではなぜ足りない description: "MCP と A2A は agent とツールの接続を簡単にする。だが接続は認可ではない。企業に必要なのは、呼び出しごとに身元、権限、監査を強制するツール層だ。" author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.ko.mdx b/content/blog/mcp-governed-tool-layer/index.ko.mdx index d3df5c2..9dc9410 100644 --- a/content/blog/mcp-governed-tool-layer/index.ko.mdx +++ b/content/blog/mcp-governed-tool-layer/index.ko.mdx @@ -3,7 +3,7 @@ title: "MCP 보안: 프로토콜만으로는 왜 충분하지 않은가" description: "MCP와 A2A는 agent와 도구의 연결을 쉽게 만든다. 하지만 연결은 인가가 아니다. 기업에 필요한 것은 호출마다 신원, 권한, 감사를 강제하는 도구 계층이다." author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.mdx b/content/blog/mcp-governed-tool-layer/index.mdx index 460a691..b9bee34 100644 --- a/content/blog/mcp-governed-tool-layer/index.mdx +++ b/content/blog/mcp-governed-tool-layer/index.mdx @@ -3,7 +3,7 @@ title: "MCP Security for Enterprise Agents: Why Protocols Need Governed Tools" description: "MCP can connect agents to tools quickly, but enterprise systems need identity, permissions, approvals, and audit behind every tool call." author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.zh-Hans.mdx b/content/blog/mcp-governed-tool-layer/index.zh-Hans.mdx index 16809ff..0310dc7 100644 --- a/content/blog/mcp-governed-tool-layer/index.zh-Hans.mdx +++ b/content/blog/mcp-governed-tool-layer/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: MCP 安全：为什么协议还需要受治理的工具层 description: MCP 和 A2A 让 agent 连接工具与其他 agent 变得更容易，但连接不等于授权。企业缺的不是再包一层接口，而是每次调用都带身份、强制权限、留下审计的工具层。 author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/mcp-governed-tool-layer/index.zh-Hant.mdx b/content/blog/mcp-governed-tool-layer/index.zh-Hant.mdx index 8649793..aadf08a 100644 --- a/content/blog/mcp-governed-tool-layer/index.zh-Hant.mdx +++ b/content/blog/mcp-governed-tool-layer/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: MCP 安全：為什麼協議還需要受治理的工具層 description: MCP 和 A2A 讓 agent 連線工具與其他 agent 變得更容易，但連線不等於授權。企業缺的不是再包一層介面，而是每次呼叫都帶身份、強制權限、留下審計的工具層。 author: ObjectStack Team date: 2026-06-16T14:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: it diff --git a/content/blog/objectos-action-tools/index.mdx b/content/blog/objectos-action-tools/index.mdx index 4ae18f9..c76ed33 100644 --- a/content/blog/objectos-action-tools/index.mdx +++ b/content/blog/objectos-action-tools/index.mdx @@ -3,7 +3,7 @@ title: "Ontology Actions: How to Govern AI Agent Write Operations" description: Enterprise ontology work stops at retrieval. When an agent has to change state, write operations need one governed definition — opt-in exposure, permission parity, confirmation and audit — not a second tool path beside your UI. author: ObjectStack Team date: 2026-06-05T11:10:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: business diff --git a/content/blog/objectos-action-tools/index.zh-Hans.mdx b/content/blog/objectos-action-tools/index.zh-Hans.mdx index 98566b0..03807dc 100644 --- a/content/blog/objectos-action-tools/index.zh-Hans.mdx +++ b/content/blog/objectos-action-tools/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: AI 如何触发业务动作：Action 元数据如何保证受控执行 description: AI agent 的价值不只是回答问题，而是帮助用户更新记录、创建任务、发起审批和推动流程。ObjectStack 用 Action 元数据把按钮、流程和审批开放给 AI，同时保留权限、确认和审计。 author: ObjectStack Team date: 2026-06-05T11:10:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: business diff --git a/content/blog/objectos-action-tools/index.zh-Hant.mdx b/content/blog/objectos-action-tools/index.zh-Hant.mdx index a8d0ca1..2dc8948 100644 --- a/content/blog/objectos-action-tools/index.zh-Hant.mdx +++ b/content/blog/objectos-action-tools/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: AI 如何觸發業務動作：Action 後設資料如何保證受控執行 description: AI agent 的價值不只是回答問題，而是幫助使用者更新記錄、建立任務、發起審批和推動流程。ObjectStack 用 Action 後設資料把按鈕、流程和審批開放給 AI，同時保留權限、確認和審計。 author: ObjectStack Team date: 2026-06-05T11:10:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: business diff --git a/content/blog/self-hosted-ai-app-platform/index.de.mdx b/content/blog/self-hosted-ai-app-platform/index.de.mdx index 6d48617..955aaeb 100644 --- a/content/blog/self-hosted-ai-app-platform/index.de.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.de.mdx @@ -3,7 +3,7 @@ title: Warum Enterprise-AI-Anwendungsplattformen zuerst selbst gehostet werden s description: Sobald AI Geschäftsdaten liest, Workflows auslöst, Anwendungen erzeugt und Tools aufruft, muss das Unternehmen die Runtime kontrollieren, die Objekte, Rechte, Tools, Freigaben und Audit steuert. author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.es.mdx b/content/blog/self-hosted-ai-app-platform/index.es.mdx index 9fdae9b..f6ec521 100644 --- a/content/blog/self-hosted-ai-app-platform/index.es.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.es.mdx @@ -3,7 +3,7 @@ title: Por qué las plataformas empresariales de AI deberían ser self-hosted pr description: Cuando la AI lee datos de negocio, dispara flujos, genera aplicaciones y llama herramientas, la empresa debe controlar el runtime que gobierna objetos, permisos, herramientas, aprobaciones y auditoría. author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.fr.mdx b/content/blog/self-hosted-ai-app-platform/index.fr.mdx index 01bda50..c277acd 100644 --- a/content/blog/self-hosted-ai-app-platform/index.fr.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.fr.mdx @@ -3,7 +3,7 @@ title: Pourquoi les plateformes AI d’entreprise devraient d’abord être auto description: Quand l’AI lit les données métier, déclenche des workflows, génère des applications et appelle des outils, l’entreprise doit contrôler le runtime qui gouverne objets, permissions, outils, validations et audit. author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.ja.mdx b/content/blog/self-hosted-ai-app-platform/index.ja.mdx index 4e7feff..2ab0a1f 100644 --- a/content/blog/self-hosted-ai-app-platform/index.ja.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.ja.mdx @@ -3,7 +3,7 @@ title: 企業の AI アプリ基盤をまず自社管理ランタイムにすべ description: AI が業務データを読み、フローを動かし、アプリを生成し、ツールを呼ぶなら、企業が制御すべきなのはモデルだけでなく、オブジェクト、権限、ツール、承認、監査を担うランタイムです。 author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.ko.mdx b/content/blog/self-hosted-ai-app-platform/index.ko.mdx index cb28edb..62e430c 100644 --- a/content/blog/self-hosted-ai-app-platform/index.ko.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.ko.mdx @@ -3,7 +3,7 @@ title: 기업 AI 애플리케이션 플랫폼을 먼저 셀프 호스팅해야 description: AI가 업무 데이터를 읽고, 워크플로를 실행하고, 애플리케이션을 생성하고, 도구를 호출한다면 기업은 객체, 권한, 도구, 승인, 감사를 제어하는 런타임을 통제해야 합니다. author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.mdx b/content/blog/self-hosted-ai-app-platform/index.mdx index 4d3f097..3e17f3e 100644 --- a/content/blog/self-hosted-ai-app-platform/index.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.mdx @@ -3,7 +3,7 @@ title: "Self-Hosted AI Application Platforms: Why the Runtime Belongs to You" description: Once AI reads business data, triggers workflows, generates applications, and calls tools, enterprises need control over the runtime that governs objects, permissions, tools, approvals, and audit evidence. author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.zh-Hans.mdx b/content/blog/self-hosted-ai-app-platform/index.zh-Hans.mdx index 646fd59..fda777f 100644 --- a/content/blog/self-hosted-ai-app-platform/index.zh-Hans.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: 自托管 AI 应用平台：为什么运行时属于你 description: 当 AI 开始读取业务数据、触发流程、生成应用和调用工具，企业真正要控制的不只是模型，而是承载对象、权限、工具、审批和审计的运行时。 author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/self-hosted-ai-app-platform/index.zh-Hant.mdx b/content/blog/self-hosted-ai-app-platform/index.zh-Hant.mdx index 94dcbed..c766b35 100644 --- a/content/blog/self-hosted-ai-app-platform/index.zh-Hant.mdx +++ b/content/blog/self-hosted-ai-app-platform/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: 自託管 AI 應用平臺：為什麼執行時屬於你 description: 當 AI 開始讀取業務資料、觸發流程、生成應用和呼叫工具，企業真正要控制的不只是模型，而是承載物件、權限、工具、審批和審計的執行時。 author: ObjectStack Team date: 2026-06-04 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: governance audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.de.mdx b/content/blog/vibe-coding-technical-debt-2026/index.de.mdx index 7e70a6e..999e2ed 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.de.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.de.mdx @@ -3,7 +3,7 @@ title: "Vibe-Coding-Schulden: Warum KI-gebaute Apps später schwer zu ändern si description: "Ein KI-gebautes Spesensystem lief monatelang gut. Als sich eine Steuerregel änderte, traute sich niemand an 12.000 ungelesene Codezeilen. Langfristige Systeme brauchen prüfbare Definitionen statt nur generierten Code." author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.es.mdx b/content/blog/vibe-coding-technical-debt-2026/index.es.mdx index 782ef33..5505057 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.es.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.es.mdx @@ -3,7 +3,7 @@ title: "Deuda técnica de Vibe Coding: por qué las apps hechas con IA son difí description: "Un sistema de gastos con IA funcionó meses. Cuando cambió una norma fiscal, nadie se atrevió a tocar código no leído. Los sistemas duraderos necesitan definiciones revisables." author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.fr.mdx b/content/blog/vibe-coding-technical-debt-2026/index.fr.mdx index 8a000d8..88a5844 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.fr.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.fr.mdx @@ -3,7 +3,7 @@ title: "Dette technique du vibe coding : pourquoi les apps IA deviennent diffici description: "Un système de notes de frais généré par IA a tourné des mois. Quand une règle fiscale a changé, l'équipe n'osait plus toucher au code non relu. Les systèmes durables ont besoin de définitions vérifiables." author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.ja.mdx b/content/blog/vibe-coding-technical-debt-2026/index.ja.mdx index bd8b16c..e379501 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.ja.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.ja.mdx @@ -3,7 +3,7 @@ title: "Vibe Coding の技術的負債：AI が作ったアプリはなぜ後か description: "AI が作った経費精算システムは数か月動いたが、税務ルールが変わると誰も 12,000 行の未読コードに触れなかった。長期システムには、コードではなくレビュー可能な定義が必要だ。" author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.ko.mdx b/content/blog/vibe-coding-technical-debt-2026/index.ko.mdx index a9fed21..73701dd 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.ko.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.ko.mdx @@ -3,7 +3,7 @@ title: "Vibe Coding 기술 부채: AI가 만든 앱은 왜 나중에 바꾸기 description: "AI가 만든 경비 정산 시스템은 몇 달 동안 잘 돌아갔다. 하지만 세무 규칙이 바뀌자 아무도 읽어 본 적 없는 12,000줄 코드를 건드리지 못했다. 장기 시스템에는 코드가 아니라 검토 가능한 정의가 필요하다." author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.mdx b/content/blog/vibe-coding-technical-debt-2026/index.mdx index 751ef34..3b82a98 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.mdx @@ -3,7 +3,7 @@ title: "Vibe Coding Technical Debt: Why AI-Built Apps Become Hard to Change" description: "A team's AI-built expense system ran fine for months until tax rules changed and no one dared touch its 12,000 lines of unread code. Why generating definitions beats generating code." author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.zh-Hans.mdx b/content/blog/vibe-coding-technical-debt-2026/index.zh-Hans.mdx index 93922f8..5204a71 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.zh-Hans.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: Vibe Coding 技术债：为什么 AI 生成的应用后来难改 description: AI 生成代码能让原型很快上线，但长期系统的问题在半年后出现：没人完整读过那一万多行实现，也没人能解释当初的业务取舍。企业应用需要生成可审查的定义，而不是难维护的黑箱代码。 author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/vibe-coding-technical-debt-2026/index.zh-Hant.mdx b/content/blog/vibe-coding-technical-debt-2026/index.zh-Hant.mdx index 28cc6d7..4e05aa3 100644 --- a/content/blog/vibe-coding-technical-debt-2026/index.zh-Hant.mdx +++ b/content/blog/vibe-coding-technical-debt-2026/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: Vibe Coding 技術債：為什麼 AI 生成的應用後來難改 description: AI 生成程式碼能讓原型很快上線，但長期系統的問題在半年後出現：沒人完整讀過那一萬多行實現，也沒人能解釋當初的業務取捨。企業應用需要生成可審查的定義，而不是難維護的黑箱程式碼。 author: ObjectStack Team date: 2026-06-16T16:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: app-building audience: it diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.de.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.de.mdx index 55a20a4..a131e6b 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.de.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.de.mdx @@ -3,7 +3,7 @@ title: "Warum AI-Agent-Piloten vor der Produktion scheitern: vier fehlende Schic description: "Ein Agent kann in der Demo Applaus bekommen und später an einer Frage der Rechtsabteilung scheitern. Das Problem ist meist nicht das Modell, sondern fehlende Semantik, Berechtigungen, Genehmigung und Audit." author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.es.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.es.mdx index fbbeb44..1a4629c 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.es.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.es.mdx @@ -3,7 +3,7 @@ title: "Por qué los pilotos de AI Agent fallan antes de producción: cuatro cap description: "Un agent puede recibir aplausos en la demo y detenerse por una pregunta de legal. El problema no suele ser el modelo, sino la falta de semántica, permisos, aprobación y auditoría." author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.fr.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.fr.mdx index e4ee7d5..b6f7b9b 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.fr.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.fr.mdx @@ -3,7 +3,7 @@ title: "Pourquoi les pilotes d'agents IA échouent avant la production : quatre description: "Un agent peut impressionner en démo puis se bloquer sur une question juridique. Le problème est rarement le modèle : il manque souvent sémantique, permissions, validation et audit." author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.ja.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.ja.mdx index ac53870..a160dc1 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.ja.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.ja.mdx @@ -3,7 +3,7 @@ title: "AI Agent 試験導入が本番に進めない理由：欠けている四 description: "デモで喝采を浴びた agent が、法務の一問で止まることがある。問題はモデルではなく、意味、権限、承認、監査の四層がないことだ。" author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.ko.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.ko.mdx index 257fe1f..b9e015f 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.ko.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.ko.mdx @@ -3,7 +3,7 @@ title: "AI Agent 파일럿이 프로덕션 전에 실패하는 이유: 빠진 description: "데모에서 박수받은 agent가 법무의 질문 하나로 멈추는 경우가 있다. 문제는 모델이 아니라 의미, 권한, 승인, 감사라는 네 실행 계층이 없다는 데 있다." author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.mdx index 378888f..633200d 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.mdx @@ -3,7 +3,7 @@ title: "Why AI Agent Pilots Fail Before Production: The Four Missing Layers" description: "A project drew applause on demo day, then was killed four months later by one question from legal. The problem was not the model; it was missing semantics, permissions, approvals, and audit." author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hans.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hans.mdx index f626022..e23da77 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hans.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hans.mdx @@ -3,7 +3,7 @@ title: 为什么 AI Agent 试点进不了生产：缺的是四层运行基础 description: 一个 agent 演示可以很精彩，生产评审却只问一件事：你怎么证明它不会越权、会等审批、能交出审计证据？试点失败通常不是模型不够强，而是缺语义、权限、审批和审计四层。 author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hant.mdx b/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hant.mdx index 4614655..92a7ee6 100644 --- a/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hant.mdx +++ b/content/blog/why-ai-agent-pilots-fail-four-layers/index.zh-Hant.mdx @@ -4,7 +4,7 @@ title: 為什麼 AI Agent 試點進不了生產：缺的是四層執行基礎 description: 一個 agent 演示可以很精彩，生產評審卻只問一件事：你怎麼證明它不會越權、會等審批、能交出審計證據？試點失敗通常不是模型不夠強，而是缺語義、權限、審批和審計四層。 author: ObjectStack Team date: 2026-06-16T13:00:00+08:00 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: ai-agents audience: business diff --git a/content/blog/why-custom-systems-die/index.mdx b/content/blog/why-custom-systems-die/index.mdx index c301a15..bce5b89 100644 --- a/content/blog/why-custom-systems-die/index.mdx +++ b/content/blog/why-custom-systems-die/index.mdx @@ -3,7 +3,7 @@ title: "Custom Software Technical Debt: Why Internal Systems Become Unmaintainab description: "A five-year ledger for one $45,000 custom system: the toll after the build invoice reached $81,100, or 1.8x the purchase price. Plus a six-question health check for the internal system you cannot replace." author: ObjectStack Team date: 2026-06-02 -updated: 2026-10-06T10:00:00+08:00 +updated: 2026-10-15T10:00:00+08:00 status: published topic: modernization audience: business