Blog

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

244 posts

Locking down AI agents: Claude's new domain restrictions

Anthropic's 19 August GA wave took computer use out of beta, launched a browser use toolset, and moved the Files API, Agent Skills and enterprise user management to production on the Claude API. The same release added allowed_domains and blocked_domains restrictions for agent web tools: how the matching rules work, when to allowlist versus blocklist, and what the controls mean for EU governance.

August 20, 2026187 viewsAI & Machine Learning

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, 2026248 viewsBusiness & Strategy

Workhorse shootout: Gemini 3.7 Flash, GPT-5.6 Luna, Sonnet 5

Google shipped gemini-3.7-flash as generally available on 13 August 2026 at an introductory $0.75/$3.75 per million tokens, two weeks after OpenAI cut GPT-5.6 Luna by 80 percent and days after Anthropic locked Claude Sonnet 5 at $2/$10 permanently. We compare the three workhorse models on list price, context, Azure availability and EU residency, and show why cost per completed task beats cost per token.

August 14, 2026207 viewsAI & Machine Learning

Claude's text watermark: what it means for Article 50

Anthropic will weave an invisible watermark into Claude's text output to meet the EU AI Act's Article 50 marking obligation, applying it globally across the API, apps and cloud platforms including Microsoft Foundry. What the mark can and cannot prove, which deployer duties remain yours, and when a DIY provenance layer still earns its keep on Azure.

August 13, 2026249 viewsSecurity & Compliance

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, 2026434 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, 2026146 viewsBusiness & Strategy

Upgrading to Next.js 16.3: build cache and memory wins

Next.js 16.3 shipped on 3 August 2026 with build disk caching on by default, up to 90% lower dev-server memory through eviction, TypeScript 7 type checking, and native Node.js streams that handle up to 22% more SSR requests under load. Here is what an Azure-hosted enterprise app gains from the upgrade, how to verify the wins in your own CI pipeline, and a decision guide for the opt-in Instant Navigations suite.

August 7, 2026235 viewsNext.js & React

Agent Framework Harness GA: build or buy your agent loop

Microsoft's Agent Framework Harness and Foundry Hosted Agents reached general availability in early August 2026, wrapping models with function invocation, context compaction, planning, memory, tool approvals and OpenTelemetry in a runtime that runs locally, in containers, or consumption-billed on Foundry. A decision framework for Azure teams weighing the GA runtime against a hand-rolled agent loop, with cost levers and the Swedish compliance picture.

August 6, 2026189 viewsAI & Cloud Infrastructure

Who enforces the AI Act in Sweden? PTS and the new map

Sweden's AI Act enforcement map is now set: the SOU 2025:101 inquiry designates Post- och telestyrelsen (PTS) as coordinating market surveillance authority, with eleven surveillance bodies, two notifying authorities, and a PTS-run regulatory sandbox. The supplementary law was written to take effect on 2 August 2026 but awaits formal adoption, so PTS and its peers operate on interim government assignments while EU transparency rules already apply.

August 5, 2026239 viewsSecurity & Compliance

AI Act enforcement is now real: an Azure deployer checklist

On 2 August 2026 the European Commission's enforcement powers over general-purpose AI providers activated: the AI Office can now demand documentation, run model evaluations, restrict models from the EU market and fine up to 3% of global turnover or EUR 15 million. The same date brought Article 50 transparency into application, and this guide maps what Azure OpenAI and Foundry teams must demand from vendors versus handle themselves as deployers.

August 4, 2026176 viewsSecurity & Compliance

Azure OpenAI cost check: GPT-5.6 price cuts and PTU math

OpenAI cut GPT-5.6 Luna prices by 80 percent and Terra by 20 percent on 30 July 2026, and Microsoft confirmed the same decreases reach Azure OpenAI Global Standard deployments from 1 August. For Swedish and EU teams running these models on Azure, the cuts move the break-even point for PTU reservations, model routing and residency premiums, so the autumn budget math deserves a fresh pass before any new one-year commitments.

August 3, 2026446 viewsAzure & Cloud

Kimi K3 open weights: the EU self-hosting reality check

Moonshot AI published Kimi K3's open weights on 26 July 2026: a 2.8-trillion-parameter mixture-of-experts model with a 1M-token context window, shipped in MXFP4 under a custom licence that gates large-scale commercial inference. We work through the licence terms, the GPU memory and cost math for serving it in an EU Azure region, and a decision framework for choosing between self-hosting, a managed API and a smaller single-node open model.

July 31, 2026138 viewsAI & Machine Learning