https://www.corepurpose.tech/insights Insights on operational AI, systems architecture, integration, and platform engineering for regulated organizations in Denmark and the EU. en Fri, 07 Aug 2026 00:00:00 GMT https://www.corepurpose.tech/insights/what-the-open-knowledge-format-does https://www.corepurpose.tech/insights/what-the-open-knowledge-format-does A directory of markdown files with YAML frontmatter, published by Google Cloud as an open specification. What OKF requires, what its trust fields record, and which of your problems it leaves untouched. Fri, 07 Aug 2026 00:00:00 GMT Jens Østergaard Open Knowledge Format OKF specification Google OKF markdown AI agents agent knowledge base format OKF vs MCP https://www.corepurpose.tech/insights/webmcp-and-the-dual-mode-website https://www.corepurpose.tech/insights/webmcp-and-the-dual-mode-website There is a widely held expectation that web pages end up as a prompt box. WebMCP is the more modest version of that future: the application stays visible, and a prompt is added as a second way to operate it. Two things have to exist for that to work. Only one of them is yours to build, and whether you build the second one as well is the decision about who controls the agent. Thu, 06 Aug 2026 00:00:00 GMT Jens Østergaard WebMCP AI agent on a website prompt-driven website embedded copilot agent-ready web application https://www.corepurpose.tech/insights/webmcp-forms-an-agent-can-fill https://www.corepurpose.tech/insights/webmcp-forms-an-agent-can-fill An agent filling a form today reads the rendered page and infers. WebMCP lets the page declare the same capability as a named tool with a schema. Two attributes on the form, one per field, and no script. The demonstration below runs in this article. Thu, 06 Aug 2026 00:00:00 GMT Jens Østergaard WebMCP agent-ready forms AI agent filling web forms declarative WebMCP API autocomplete attribute autofill https://www.corepurpose.tech/insights/webmcp-security-backend-does-not-change https://www.corepurpose.tech/insights/webmcp-security-backend-does-not-change A form completed through WebMCP should run the same authentication, authorization and business rules as one filled in by hand. The security question WebMCP actually raises is not whether the backend needs to change. It is whether the action a valid, authorized agent just took is the action the user meant. Thu, 06 Aug 2026 00:00:00 GMT Jens Østergaard WebMCP security AI agent authorization prompt injection WebMCP agent intent versus authorization WebMCP audit logging https://www.corepurpose.tech/insights/what-an-ai-gateway-does https://www.corepurpose.tech/insights/what-an-ai-gateway-does One internal interface between your applications and whichever model serves them. What belongs in that layer, and the point at which not having one starts to cost you. Tue, 04 Aug 2026 00:00:00 GMT Jens Østergaard what is an AI gateway LLM gateway AI gateway vs API gateway LLM routing and cost control enterprise LLM governance https://www.corepurpose.tech/insights/ai-generated-code-trust-gap https://www.corepurpose.tech/insights/ai-generated-code-trust-gap Around 90% of developers use AI daily, more distrust its accuracy than trust it, and its security pass rate has not moved in a year. Read together, the 2025-2026 evidence says the constraint has shifted from writing software to owning it, and that is a specification and accountability problem rather than a tooling one. Mon, 03 Aug 2026 00:00:00 GMT Jens Østergaard AI generated code trust AI code security evidence AI adoption trust gap AI prototype to production spec-driven development AI code review software ownership AI https://www.corepurpose.tech/insights/ai-act-deployer-obligations https://www.corepurpose.tech/insights/ai-act-deployer-obligations Most organizations buying or building on AI are deployers rather than providers. That distinction decides which obligations land on you, and most of them are architectural. Sun, 02 Aug 2026 00:00:00 GMT Jens Østergaard EU AI Act deployer obligations AI Act requirements for companies deployer vs provider AI Act high-risk AI system obligations EU AI Act compliance for businesses https://www.corepurpose.tech/insights/on-premises-vs-hosted-llm https://www.corepurpose.tech/insights/on-premises-vs-hosted-llm The choice is usually settled by data residency and contracts, not by cost or model quality. Here is what each option costs you in practice. Sun, 02 Aug 2026 00:00:00 GMT Jens Østergaard on-premises vs hosted LLM self-hosted LLM vs API when to self-host an LLM LLM data residency requirements enterprise LLM deployment options https://www.corepurpose.tech/insights/what-sovereign-ai-means https://www.corepurpose.tech/insights/what-sovereign-ai-means The term covers four separable properties, and vendors tend to sell the cheapest one. Which of them you actually need depends on what you are protecting against. Sun, 02 Aug 2026 00:00:00 GMT Jens Østergaard what is sovereign AI sovereign AI definition data residency vs data sovereignty EU cloud sovereignty digital sovereignty and AI https://www.corepurpose.tech/insights/ai-assisted-implementation-frontier-models https://www.corepurpose.tech/insights/ai-assisted-implementation-frontier-models Frontier models can accelerate implementation, but only when they are used inside a disciplined delivery method: clear architecture, review, testing, security, and production ownership. Sun, 28 Jun 2026 00:00:00 GMT Jens Østergaard AI-assisted software development frontier models for coding AI generated code in production LLM assisted software engineering AI coding tools for enterprise teams https://www.corepurpose.tech/insights/business-led-prototypes-implementation https://www.corepurpose.tech/insights/business-led-prototypes-implementation A business-built prototype proves intent and interaction. It does not prove architecture, security, data integrity or operational readiness. Treat it as an executable specification: preserve intent by default, and preserve generated code only where evidence justifies it. Sun, 28 Jun 2026 00:00:00 GMT Jens Østergaard vibe coding to production AI prototype to production prototype to production software business-led prototyping AI-assisted prototyping production-ready software spec-driven development business prototype implementation citizen developer governance https://www.corepurpose.tech/insights/operational-ai-vs-pilots https://www.corepurpose.tech/insights/operational-ai-vs-pilots A working demo is not a working system. The difference between AI that ships and AI that stalls is operational integration, not model quality. Tue, 23 Jun 2026 00:00:00 GMT Jens Østergaard why AI pilots fail AI pilot to production moving AI from pilot to operations enterprise AI adoption barriers operational AI in production https://www.corepurpose.tech/insights/sovereign-ai-regulated-eu https://www.corepurpose.tech/insights/sovereign-ai-regulated-eu Data residency and modern AI are not mutually exclusive. A governed model gateway and on-premises deployment let regulated organizations use AI on their terms. Tue, 23 Jun 2026 00:00:00 GMT Jens Østergaard sovereign AI implementation AI sovereignty for EU enterprises GDPR compliant LLM deployment AI in regulated industries EU sovereign AI Denmark