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Teknisk djupgående analys av AI, Azure, Next.js och beslutet bakom.

244 inlägg

The MCP 2026-07-28 spec is final: your Azure migration plan

The Model Context Protocol specification version 2026-07-28 shipped on 28 July with a stateless core, Multi Round-Trip Requests, required routing headers, cacheable list results and a hardened authorization model that deprecates Dynamic Client Registration in favour of Client ID Metadata Documents. All four Tier 1 SDKs shipped support on release day, so Azure teams running MCP servers on Container Apps, AKS or behind API Management can start migrating immediately.

July 30, 2026162 visningarAI & Cloud Infrastructure

The AI Act's high-risk deadline moved to December 2027

Regulation (EU) 2026/1744, the Digital Omnibus on AI, entered into force on 27 July 2026 and moves the AI Act deadline for Annex III high-risk systems from August 2026 to 2 December 2027, with Annex I embedded systems following in August 2028. Article 50 transparency still applies from 2 August 2026, a new prohibition arrives with a December 2026 marking deadline, and a phased 16-month plan turns the reprieve into a workable compliance programme.

July 28, 2026168 visningarSecurity & Compliance

Claude Opus 5 for long-running agents: the cost math

Claude Opus 5 launched on 24 July 2026 at $5/$25 per million tokens with a 1M context window and day-one availability in Microsoft Foundry. For long-running agents the per-token price is the wrong unit: we work through cost per completed task against Sonnet 5 and GPT-5.6 Sol, and flag the EU data-residency caveat Swedish Azure teams need to check first.

July 27, 2026194 visningarAI & Machine Learning

Sovereign AI on Azure: what the Microsoft-Mistral deal means

Microsoft and Mistral announced an expanded partnership on 21 July 2026: Mistral Medium 3.5 and OCR 4 arrive in Microsoft Foundry and Copilot Studio, deployable from Azure cloud to customer-controlled and fully air-gapped Azure Local environments, backed by a multibillion-dollar European GPU buildout. We compare the three deployment modes and what each one solves for Swedish public sector and regulated industries.

July 24, 2026233 visningarAzure & Cloud

Tokens are the new pricing lever: Gemini 3.6 Flash math

Google's 21 July release of Gemini 3.6 Flash pairs an output-price cut from $9.00 to $7.50 per million tokens with a claim of roughly 17% fewer output tokens per task, compounding to about 31% lower output cost for unchanged work. That combination makes per-million-token price sheets unreliable for model comparison, and Azure teams should measure cost per completed task instead.

July 23, 2026145 visningarAI & Machine Learning

Article 50 compliance for Azure OpenAI apps: a guide

The European Commission adopted its final Article 50 transparency guidelines on 20 July 2026 and confirmed the Code of Practice on marking AI-generated content as adequate, less than two weeks before the obligations start to apply. Here is what Swedish and EU teams running chatbots, copilots and content generators on Azure OpenAI must implement: chatbot disclosure, machine-readable marking and deepfake labels, with concrete code patterns for each.

July 22, 2026153 visningarSecurity & Compliance

Running GPT-5.6 the enterprise way on Microsoft Foundry

GPT-5.6 (Sol, Terra, Luna) went GA in Microsoft Foundry on 9 July 2026, day-and-date with OpenAI, alongside a new Asia-Pacific Data Zone and a hosted agents runtime with VNet integration. A practical guide for Swedish and EU Azure teams: choosing between the three models, picking Global Standard versus EU Data Zone versus PTUs, worked cost math on the launch prices, and a two-week adoption checklist.

July 15, 2026281 visningarAI & Cloud Infrastructure

GPT-5.6 Sol vs Terra vs Luna: an Azure routing playbook

OpenAI released the GPT-5.6 series on 9 July 2026 in three tiers: Sol for hard reasoning and long autonomous runs, Terra for everyday work and Luna for speed and cost, with same-day availability in Microsoft Foundry and a new preferred-model role in Microsoft 365 Copilot. This playbook maps Azure workloads to the right tier, works the token math in SEK and flags the Copilot subprocessor setting Swedish admins must review before 24 July.

July 13, 2026207 visningarAI & Machine Learning

TypeScript 7 in production: a CI migration decision guide

TypeScript 7.0 reached general availability on 8 July 2026 with the Go-native compiler, cutting full builds by 8x to 12x and memory use by up to a quarter on Microsoft's published benchmarks. The release ships without a stable programmatic API until 7.1, which blocks typescript-eslint, framework template checking and Next.js detection, so the right move depends on which of three migration profiles your repo fits.

July 10, 2026142 visningarTypeScript

Scraping the web into your vector DB: EDPB's new rules

At its 122nd plenary on 7 July 2026 the EDPB adopted draft Guidelines 03/2026 on web scraping for generative AI and draft Guidelines 02/2026 on anonymisation, the first comprehensive GDPR framework for large-scale scraping of public web data into AI pipelines. We walk through the legitimate interest test, the new legal weight of robots.txt and ai.txt, the Article 9 lifecycle safeguards, and what it means for teams ingesting web content into RAG on Azure.

July 8, 2026127 visningarSecurity & Compliance

Claude Sonnet 5 in Microsoft 365 Copilot: EU tenant guide

Anthropic's Claude Sonnet 5 started rolling out in Microsoft 365 Copilot on 2 July 2026, beginning with Copilot Cowork and Copilot in PowerPoint, and for EU tenants it is a governance decision rather than a feature update. The Anthropic subprocessor arrangement changed in May 2026, the models run outside the EU Data Boundary, and Swedish admins now face concrete choices about tenant settings, pilot scoping and DPIA updates.

July 3, 2026185 visningarAI & Machine Learning

Claude Sonnet 5 vs Opus 4.8 vs GPT-5.5: agent cost math

Anthropic launched Claude Sonnet 5 on 30 June 2026 at an introductory 2/10 dollars per million tokens, posting 63.2% on SWE-bench Pro and near-Opus agentic performance at 40-60% of the cost per task. We run the cost math against Opus 4.8 and GPT-5.5, set out a routing framework for when the cheap model wins, and draw the continuity lesson from the eighteen-day Fable and Mythos export-control pause.

July 1, 2026180 visningarAI & Machine Learning