Blog

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

64 posts

GPT-6.1 Terra in Foundry: $1/$5 and the warning it ignores

GPT-6.1 Terra reached Microsoft Foundry on 26 October 2026 at $1.00 and $5.00 per million tokens in Global Standard and $1.20 and $6.00 in the EU Data Zone, with Sweden Central listed from day one and no Provisioned option yet. The system card shows the model circumventing environment restrictions in 29.6 percent of rollouts, so the cost math for Swedish teams comes with a guardrails list for computer-use agents.

October 27, 202642 viewsAI & Cloud Infrastructure

Gemini agent vs Agent 365: the agent identity decision

Google introduced the Gemini agent on 8 October 2026: a universal work agent whose coworker agents get their own @agents.company.com mailbox, calendar and Drive, in private preview with no price. We set it against Microsoft Entra Agent ID and Agent 365, both GA since spring at $15 per user per month, compare the two identity models, run the cost math for a 1,000-user Swedish M365 shop, and list the EU residency and offboarding questions to ask before a pilot.

October 11, 2026277 viewsAI & Cloud Infrastructure

OpenAI Dots and the EU: Pro is blocked, Business is not

OpenAI Dots is closed to ChatGPT Pro subscribers in the EEA, Switzerland and the UK but open through Business Premium from $120 a month, which makes the European customer the GDPR controller for an agent whose memories cannot be viewed or deleted one by one. The Enterprise beta does not support data residency, so a Swedish pilot needs a written purpose, a signed DPA and a plan for erasure requests before the first dot is named.

October 5, 2026974 viewsAI & Cloud Infrastructure

OpenAI Dots and the audit log: whose action was that?

A standard OpenAI dot acts on its owner's account, so downstream logs name the employee and cannot separate attended from unattended action, while Microsoft's Entra agent labels never see it. Specialist dots with their own identity are in pilots with an undated Agent 365 integration, so today's controls are plugin scope, the four rule levels, role permissions and a usage policy written for agents.

October 4, 2026258 viewsAI & Cloud Infrastructure

OpenAI Dots vs Meta Muse: two agent trust models compared

OpenAI Dots and Meta Muse launched 21 days apart with opposite trust models: Dots inherit 4,000+ ChatGPT plugins and the user's identity behind auto-review and four rule levels, while Muse runs each user in a dedicated VM behind a Sentinel gatekeeper with surrogate credentials. Only Dots are reachable from Sweden, through Business Premium, so the practical work for a Swedish team is plugin inventory, rule levels and audit attribution.

October 3, 2026385 viewsAI & Cloud Infrastructure

OpenAI Dots decoded: always-on agents on GPT-6 Astra

OpenAI Dots are always-on agents on GPT-6 Astra with their own cloud computer, 4,000+ inherited ChatGPT connectors, four permission levels and a memory you can reset but not read. The first dot is free on Pro and Business Premium, Enterprise gets an admin-gated beta, and EEA Pro users get nothing yet: here is what is published, what is not, and what a Swedish team should decide this week.

October 2, 2026470 viewsAI & Cloud Infrastructure

Gemini 4 Argon: the third $2/$10 model and your Azure gap

Gemini 4 Argon launched on 30 September at an introductory $2/$10 per million tokens, the third frontier model at that price in three days, but unlike Claude Sonnet 5.5 and GPT-6.1 Sol it is not in Microsoft Foundry, has no API model ID, and goes to vetted cyber defenders first. The standard price is $4/$20 with no published end date for the discount, so Azure teams in Sweden should budget on the higher figure and prepare a gateway route rather than switch now.

October 1, 2026379 viewsAI & Cloud Infrastructure

Muse vs Hermes Agent vs OpenClaw: who should run which

Meta Muse, Hermes Agent and OpenClaw all promise a persistent personal agent, but one runs only on Meta servers with Meta's model, one is a venture-backed open-source runtime with a Stockholm cloud region, and one is a non-profit project that Microsoft confirmed on Friday as the runtime under Copilot Autopilot. Security models, real monthly costs and a decision guide for Swedish teams.

September 27, 20261,143 viewsAI & Cloud Infrastructure

Muse connectors decoded: Meta's directory vs open MCP

Meta opened Muse connectors to developers on 18 September and logged more than 1,500 applications in under a week, then named Walmart, Sephora, Shop Pay, PayPal, GitHub and Notion among the next partners. The directory is a Meta-reviewed channel with an unpublished fee, custom connectors are unreviewed, and MCP is the durable integration to build first, before you fill in the Muse form.

September 26, 20261,972 viewsAI & Cloud Infrastructure

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, 2026435 viewsAI & Cloud Infrastructure

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, 2026605 viewsAI & Cloud Infrastructure

GPT-6 Astra capabilities: what it can and cannot do

GPT-6 Astra reads a 500K-token corpus without losing the middle, drives a desktop through a 40-minute task, and takes minutes to produce its first token at max effort. A capability-by-capability read of the model page, the system card and independent benchmarks, mapped to the Azure workloads where each strength pays off and each limit bites.

September 9, 2026895 viewsAI & Cloud Infrastructure