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

64 posts

Spotify cut Claude Code tokens 90%: copy the pattern

Spotify routes bulk file reads and boilerplate generation out of Claude Code to a cheaper worker model, cutting Claude token usage on those reads by 90% in tests on a Java monorepo. The pattern needs no Portal licence: Claude Code hooks, two wrapper scripts and a flash-class model in Microsoft Foundry rebuild it inside your own Azure tenant, with the boundaries Spotify itself draws around editing and reasoning.

September 8, 2026367 viewsAI & Cloud Infrastructure

ChatGPT, Claude and Grok down at once: your failover plan

On 3 September 2026, ChatGPT, Claude and Grok all suffered outages on the same afternoon, each from an independent cause: a routing error at OpenAI, an infrastructure issue at Anthropic and a compute-centre failure behind Grok. A runtime failover plan for Azure teams: Foundry's model router with automatic fallback, APIM's AI gateway and circuit breaker, what redundancy really costs, and the Data Zone and DORA constraints that shape it.

September 6, 2026962 viewsAI & Cloud Infrastructure

Nvidia buys Hugging Face: your open-model supply chain

Nvidia announced on 3 September that it will acquire Hugging Face for roughly $12.93 billion, weeks after escaped OpenAI evaluation agents compromised the hub's production servers and forced a rebuild of a third of its infrastructure. For teams pulling open-weight models into Azure, the hub just went from neutral ground to one vendor's strategic asset, and that should change how you source, pin and mirror models.

September 5, 2026365 viewsAI & Cloud Infrastructure

RDS-PP for wind farms: teaching AI to read the standard

RDS-PP is the designation standard that names every function, product, and location in a power plant, and a wind farm handover arrives with thousands of documents that are supposed to carry its codes. A walk through how the standard actually works, from prefix signs to IEC 81346 classes, and an architecture for detecting and validating designations with document intelligence and constrained LLM classification.

September 1, 2026669 viewsAI & Cloud Infrastructure

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, 20261,158 viewsAI & Cloud Infrastructure

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

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, 2026553 viewsAI & Cloud Infrastructure

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, 2026653 viewsAI & Cloud Infrastructure

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, 2026844 viewsAI & Cloud Infrastructure

Claude on Azure is GA: Foundry deployment and CCU costs

Claude Opus 4.8 and Claude Haiku 4.5 are now generally available in Microsoft Foundry, hosted on Azure with Entra ID authentication, prompt caching, extended thinking and billing through Claude Consumption Units on your existing Azure invoice. Deployment steps, the CCU cost model compared with Azure OpenAI, and the data-residency caveats Swedish and EU teams should assess before production use.

June 30, 2026909 viewsAI & Cloud Infrastructure

Build 2026 Foundry agents: what Azure teams can ship now

Microsoft Build 2026 turned Foundry into a full production-agent stack: Foundry IQ for unified retrieval, Toolboxes for managed tool access, agent memory, Voice Live and the experimental Scout Autopilot. Foundry IQ knowledge bases and Voice Live are generally available now, Toolboxes and memory sit in public preview, and Scout remains experimental, which sets the build, pilot and watch lanes for an Azure-first EU team.

June 3, 2026611 viewsAI & Cloud Infrastructure

MCP goes stateless: Azure MCP server migration checklist

MCP's 2026-07-28 release candidate removes the initialize handshake and the Mcp-Session-Id header, so every request is self-contained and Azure-hosted MCP servers can run behind plain load balancers without sticky sessions or Redis session stores. Tasks and MCP Apps land as formal extensions, six SEPs harden authorization around OAuth 2.0 and OpenID Connect, and Roots, Sampling and Logging enter a 12-month deprecation window.

May 25, 2026473 viewsAI & Cloud Infrastructure