Blog

Technical depth on AI, Azure, Next.js, and the engineering decisions behind them.

22 posts

Meta Muse: the first mass-market personal agent, decoded

Meta's Muse hit number one on the US App Store ten days after its 8 September launch, with 2.8 million global installs by day twelve, by giving every user a dedicated cloud VM that browses, books and buys on their behalf. The architecture (Secure VM, a separate Sentinel approval agent, secrets hidden from the model, one-time Stripe cards) is now the consumer baseline, and the business model is a cut of every transaction.

September 25, 2026526 viewsBusiness & Strategy

Copilot Credits go default-on: your 2 November checklist

From 2 November 2026, new Microsoft 365 Copilot Business licences bought through CSP arrive with usage-based billing switched on, an Azure subscription attached, and Copilot Credits metering Cowork, the Work IQ APIs and GitHub Copilot Harness. Five settings in the Microsoft 365 admin center decide whether that becomes a budget line or a surprise invoice, and the defaults are not the ones a finance team would pick.

September 20, 2026380 viewsBusiness & Strategy

AI i Azure eller lokalt: kostnader, säkerhet och drift

Valet mellan Azure och egen hårdvara för AI avgörs av tre faktorer: hur jämn er last är, vilka säkerhetskrav som faktiskt gäller er verksamhet och vilken driftkapacitet ni har. Vi går igenom kostnadsstrukturerna i båda spåren, brytpunkten där egen hårdvara blir billigare än betala-per-användning, vad Patientdatalagen och försvarsnära krav innebär i praktiken, och avslutar med en beslutsmatris och en checklista inför beslutet.

September 6, 2026149 viewsBusiness & Strategy

Copilot readiness-genomgång: vad ingår och vad krävs?

Microsoft 365 Copilot svarar utifrån allt en användare kan komma åt, inte vad användaren borde komma åt, och år av generös delning i SharePoint blir synlig från dag ett. En Copilot readiness-genomgång kartlägger behörigheter, innehållsrisker och prioriterade användningsfall per avdelning innan ni köper licenser, så att beslutet om utrullning vilar på fakta i stället för antaganden.

September 6, 2026150 viewsBusiness & Strategy

Vad kostar en dokument-AI-pilot? Drivare och avgränsningar

En dokument-AI-pilot prissätts med fast offert efter ett inledande samtal, eftersom arbetsinsatsen styrs av era dokument snarare än av tekniken. Här går vi igenom de sex faktorer som driver kostnaden, vad som ingår och inte ingår i piloten, hur den byggs som samordnade AI-agenter med deterministisk extraktion före språkmodellen, och vad ni bör ha redo innan samtalet.

September 6, 2026162 viewsBusiness & Strategy

OpenAI cuts off Cursor: your model exit plan on Azure

OpenAI will stop supplying models to Cursor on 12 November 2026, invoking a change-of-control clause after SpaceX's $60 billion acquisition, and Cursor absorbed it because OpenAI carried only 5 percent of its traffic. For Azure buyers the lesson is a model exit plan: what Foundry's lifecycle policy and Microsoft's OpenAI licence actually guarantee, where Claude's EU Data Zone gap bites, the cost of a warm second source, and what DORA already requires.

September 2, 2026703 viewsBusiness & Strategy

DeepSeek's 4x price rise: rethinking cheap open models

DeepSeek's V4-Pro reached general availability on 13 August 2026 with a 1M-token context and strong agent benchmarks, and three days later its peak-hour output price rose from a flat $0.87 to $3.96 per million tokens. For EU teams that built agent cost models around ultra-cheap open-weight APIs, the arithmetic, the data governance questions and the Azure hosting options all deserve a fresh look.

August 17, 2026436 viewsBusiness & Strategy

LLM cost planning autumn 2026: Sonnet 5 stays at $2/$10

Anthropic has cancelled the Claude Sonnet 5 price increase scheduled for 1 September 2026, making the introductory $2 input / $10 output per million tokens the permanent standard price. For teams running Claude on Azure through Microsoft Foundry, that removes a planned 50% jump from autumn budgets and reshapes the mid-tier price comparison against GPT-5.6 Terra and Gemini 3.1 Pro.

August 12, 2026815 viewsBusiness & Strategy

Unlimited free ChatGPT vs governed enterprise AI on Azure

OpenAI removed limits on text chats for free ChatGPT users on 6 August 2026 and made GPT-5.6 Luna the default, cutting factual errors by roughly 62 percent versus the prior model. For Swedish and EU enterprises on Azure, the free consumer tool employees already use just became unlimited and much stronger, so shadow AI pressure rises and the case for a governed answer built on Copilot Chat, paid Copilot seats and Azure OpenAI becomes urgent.

August 10, 2026351 viewsBusiness & Strategy

EU AI Act High-Risk: Swedish Prep for December 2027

The Digital Omnibus on AI moved the Annex III high-risk deadline from 2 August 2026 to 2 December 2027, and Annex I embedded systems to 2 August 2028. Article 50 transparency, the Article 5 prohibitions and the general-purpose AI duties did not move, so this is the Swedish prep list rewritten around what is already enforceable and how to spend the runway that is left.

March 24, 2026773 viewsBusiness & Strategy