Blog

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

267 posts

Claude Opus 5.5 in Foundry: the Opus 5 migration cost math

Claude Opus 5.5 is GA in Microsoft Foundry at $4/$20 per million tokens with cache reads at $0.20, which cuts a cache-heavy 60-turn agent session from $8.63 on Opus 5 to $5.10 and brings it within 1.5x of Sonnet 5. The saving can reverse on uncached endpoints that ran Opus 5 with thinking disabled, because thinking is now always on, the default effort dropped to medium, and Foundry still offers no EU data zone, batch pricing or fast mode.

September 24, 2026373 viewsAzure & Cloud

GDPR AI clause leak: why Article 88bis is no free pass

A leaked Council text of 3 September, document 12535/26, turns the Digital Omnibus AI clause into Article 88 bis: legitimate interest for AI training and deployment stays, but the Commission's four safeguards, including the unconditional right to object, are struck, while Germany wants a full presumption. For Swedish and EU teams on Azure the balancing test still applies, so document it now and build the objection path into your pipelines.

September 23, 2026504 viewsSecurity & Compliance

AWS Strands harness on Azure: five defaults to change first

AWS released Strands harness on 21 September 2026, an open-source Python and TypeScript agent harness that AWS says cuts token cost by 28% and that can run on Azure Container Apps. Out of the box it calls Amazon Bedrock, approves every tool call and keeps memory in a local folder, so Swedish and EU Azure teams need to change five defaults before any company data goes near it.

September 22, 2026246 viewsAI & Cloud Infrastructure

Claude Code Projects: the consumer-plan trap for EU teams

Anthropic relaunched Claude Code Projects on 17 September as a coordinator running parallel cloud threads that open and auto-fix pull requests, but the beta runs only on consumer Pro and Max plans, with no organisation-level controls, no Foundry route and github.com only. For Swedish and EU teams on Azure, that means company code processed under an employee's personal privacy settings unless you set a policy and use the GitHub App install as your control point.

September 21, 2026294 viewsSecurity & Compliance

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, 2026395 viewsBusiness & Strategy

Azure's 30 September retirements: what stops working

More than ten Azure items retire on 30 September 2026, and the ones that fail silently are more dangerous than the ones that fail loudly: URL ping tests are deleted from your resources and the ContainerLog table stops receiving data, taking alert rules down with them. A triage guide with Resource Graph queries, Sweden Central cost math for standard web tests and Basic Logs, and a checklist for the Functions v3, Service Bus SBMP and 1 October AI service deadlines.

September 19, 2026611 viewsAzure & Cloud

GitHub's $120k Copilot Rust port: budget your own rewrite

GitHub ported the Copilot agent runtime from TypeScript to 832,378 lines of production Rust in about 14.5 weeks for roughly $120,000 in tokens plus three weeks of one developer's time, with a 96.22% prompt-cache hit rate and up to 18x faster in-process session startup. We break down the token bill into reusable unit costs, show why caching kept it around a sixth of the uncached price, and list the preconditions and EU residency checks to settle before budgeting your own agent-driven rewrite.

September 18, 2026316 viewsDevOps & Infrastructure

AWS lost Bahrain for good: your Azure region-loss plan

AWS confirmed on 15 September 2026 that data hosted only in its Bahrain region, and in one UAE Availability Zone, is permanently lost after Iranian strikes damaged multiple zones, proving that multi-AZ design protects availability but not against losing a whole region. For Azure teams in Sweden and the EU, the fix is a classified inventory, GZRS and geo-redundant backups for critical data, and early access to restricted pair regions such as Sweden South.

September 17, 2026270 viewsAzure & Cloud

Anthropic's CI hit 25x: your Azure Pipelines cost math

Anthropic reports CI jobs grew 25x in six months as agents took over 80% of code authoring, and the single-writer service behind its test selection failed in stages: 70 days of relief from a bigger machine, then 29, then less than one. Here is what that curve costs on Azure Pipelines versus GitHub Actions, and which architecture in your own pipeline breaks first.

September 16, 2026197 viewsDevOps & Infrastructure

Microsoft's AI code of conduct: what it does not cover

Microsoft AI published a draft Humanist AI Code of Conduct on 14 September 2026, committing its MAI models to absolute constraints on weapons, offensive cyber operations and resistance to shutdown, under a chain of command that operators and users cannot override. The scope line matters more than the constraints: the Code does not extend to third-party models Microsoft merely hosts, so GPT-5.6 in Microsoft 365 Copilot and Claude in Foundry sit outside it.

September 15, 2026183 viewsSecurity & Compliance

AI-run breaches in 3 hours: harden your Azure tenant now

Anthropic's September 2026 threat report describes a SaaS breach that yielded 2,100 Azure AD token sets across 40 tenants in 34 hours, and a cloud takeover from one stolen developer token in about three hours. Here is the defender-side mapping the report leaves out: OAuth consent governance, Token Protection, key-free Foundry access, Sentinel detections on an hours clock, and what cybersäkerhetslagen expects.

September 13, 2026246 viewsSecurity & Compliance

OpenAI Agents API: US-only residency, your Azure options

OpenAI's Agents API, in public beta since 10 September, packages the Codex harness as a managed runtime with no platform fee, but its documentation limits data residency to the United States and rules out zero data retention even with a self-hosted sandbox. A side-by-side with Claude Managed Agents and Foundry hosted agents, with Sweden Central retail rates, shows runtime cost is a rounding error and residency and identity decide the choice.

September 12, 2026340 viewsAI & Cloud Infrastructure