The Model Context Protocol gets its largest revision on 28 July 2026 — stateless core, an extensions framework, tighter auth. Nothing breaks that day. Here is what changes and what we did ahead of it.
Every AI tool answers questions about your documents. Almost none can prove, months later, what the cited paragraph said. Why hash-anchored paragraph citations matter for counsel, DPOs, GRC teams, and procurement.
A citation that survives audit is a provision URI that resolves, text that matches, and a refusal when neither holds. Inside the cite-resolve-compare pipeline.
Claude Desktop, VS Code Copilot, Copilot Studio, and Cursor compared for compliance teams: OAuth MCP support, enterprise controls, data-training policies.
A threat model and a NIS2/DORA/ISO gap analysis describe the same system. Map each threat to the measure it satisfies, with article-level citations.
Provider, deployer, importer, distributor, GPAI provider — each EU AI Act role carries its own obligations. The role test, article references, and live dates.
RAG citations are decorative — no provenance contract links chunk to answer. Regulated work needs typed corpus tools, deterministic validation, and refusal.
6,041 Swedish statutes from Riksdagen, segmented to section level and served as an MCP — query by SFS number, chapter, and paragraf, every result cited.
A GDPR Article 35 DPIA has an automatable core and a judgment core. AI assembles the cited evidence trail; the DPO signs necessity and proportionality.
DORA Article 28 sets the third-party obligations; the contract clauses live in Article 30. Each subsection mapped to ISO 27001 and SCF controls.
Every NIS2 Article 21(2) measure mapped to ISO 27001:2022 Annex A — and the three real gaps: reporting clock, management liability, supply chain depth.
Chat and RAG hallucinate regulatory citations. An MCP gateway adds routing, fan-out, tier auth, and deterministic citation validation — and when you need one.
AI tooling files more CVEs than any analyst can read. Effective-risk rescoring deterministically scores CVE × asset × controls, citing every score change.
STRIDE was built for 1999 monoliths. How we adapted it for agentic systems and shipped it as a workflow your own AI client runs through the Ansvar gateway.