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

286 posts

Cohere Parse v5 in Foundry: document parsing cost math

Cohere Parse v5 landed in Microsoft Foundry on 27 August 2026 at $1.50 per 1,000 pages, the same price as Document Intelligence Read and under a third of Content Understanding's layout meter. We price all four Azure document parsers in Sweden Central at 100k, 1M and 10M pages a month, then weigh the saving against Parse's missing confidence scores, absent Swedish language support and preview-only status.

August 31, 2026636 viewsAzure & Cloud

A classifier is not a sandbox: isolating coding agents

A published attack chain achieved remote code execution against Claude Code in auto mode, with the safety classifier approving the steps that led to compromise and then blocking the cleanup command. What the break teaches teams running AI coding agents, and how to build real isolation on Azure with Hyper-V sandboxes, default-deny egress and short-lived credentials.

August 30, 2026624 viewsSecurity & Compliance

Anthropic's Model Hardware Standard: agents meet machines

Anthropic's Model Hardware Standard, released as a research preview on 27 August, gives AI agents a standard way to operate microscopes, liquid handlers and robotic arms through read and write primitives exposed over MCP. Launch partners report instrument integrations in hours instead of weeks, and the timing puts agent-operated hardware on a collision course with the EU Machinery Regulation that applies from January 2027.

August 30, 20261,159 viewsAI & Cloud Infrastructure

Azure Assistants API retired: migrating to Foundry Agents

The Azure OpenAI Assistants API reached its retirement date on 26 August 2026, and the classic Foundry Agent Service it underpins retires 31 March 2027. A step-by-step migration guide to the new Foundry Agent Service on the Responses API: threads become conversations, runs become responses, assistants become versioned agents, and Microsoft's migration tool rewrites code but not stored state.

August 28, 2026920 viewsAzure & Cloud

Copilot August 2026: Authoritative Sites and model choice

Microsoft's 11 and 25 August 2026 Copilot release notes shipped SharePoint Authoritative Sites for trusted grounding, Anthropic and OpenAI model choice in Word, Python execution in Excel, and a Viva Insights dashboard tracking Copilot credit consumption. Here is how Swedish M365 teams should configure the wave, and where the Anthropic option changes your data-flow documentation.

August 26, 2026484 viewsAI & Machine Learning

MCP's new roadmap: five priorities after the stateless spec

The MCP core maintainers published a new roadmap on 22 August 2026, four weeks after the 2026-07-28 spec made the protocol core stateless: five priorities covering agentic messaging, HTTP-native transport unification, agent identity with DPoP and Workload Identity Federation, improved primitives, and SDK developer experience. Here is how Azure-first EU teams should sort that list into adopt now, prepare, and watch.

August 24, 2026569 viewsAI & Cloud Infrastructure

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, 2026778 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, 2026583 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, 2026631 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, 2026632 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, 20261,013 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, 2026500 viewsBusiness & Strategy