Security & architecture
Access, data, modular components and controls that can be explained and tested.
Three starting points
A modular public-sector AI platform
Start with interfaces, data access and modular components.
02 · Technical material · AI AlliancenAgent Harness · reference architecture
Examine manifests, isolated execution and external controls.
Secure Software Development Framework
Use NIST’s SSDF as a starting point for secure software development.
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Our code — AI Alliancen
AI Alliancen connects municipal experience, research and technical insight — and turns it into shared knowledge.
Open materialRoboRef: more attention during conversations with citizens
Gladsaxe describes RoboRef being used in its Family Department and Social and Health Administration. Speech-to-text and generative AI turn the meeting into draft minutes, which staff read, edit and approve. The municipality's information on AI minutes also describes informing citizens and states that individual case records are not used to train models.
Open materialSpinna: lesson planning developed with teachers
Tåsingeskolen is developing Spinna with Svendborg Municipality. The project reports that 30 teachers helped test and shape it. Teachers select a subject, topic and teaching approach; these choices form a prompt that generates a proposed lesson sequence. The published privacy policy describes both use without an account and Unilogin access with saved lesson plans.
Open materialAI becomes an operational capability
Copilot Credits are a shared unit of consumption for Microsoft’s AI services. Pre-purchased capacity can be combined with pay-as-you-go, and consumption can be managed through budgets, alerts and limits. Credits should therefore be treated as an operational resource: every use case needs an owner, an environment, a budget and an agreed response to deviations. Microsoft describes the Default environment as suitable for experimentation and lightweight development, not business-critical solutions. Governance consequently spans finance, security, law, product ownership and continuous change management.
Open materialVibe coding with a production gate
Vibe coding can shorten the route from need to prototype, but responsibility for software in operation remains unchanged. GitHub recommends checking function, context, security, maintainability and dependencies, supported by automated tests and human review. A responsible municipal model therefore gives low-risk prototypes an isolated experimentation track, followed by a clear production gate. Otherwise, the maintenance burden and technical debt appear only after the impressive demonstration.
Open materialAgentic engineering as a discipline
A coding agent can inspect a repository, make a plan, change several files and run tests, documentation and review tools. This makes agentic engineering more than code generation. Versioned Agent Skills and repository instructions can make organisational standards repeatable, but people still own the process: acceptance criteria, bounded implementation, automated controls, independent review and approved release.
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