--- llms_txt_version: 1.0 site_url: https://www.ainytta.blog build_date: 2026-09-11 commit_sha: cd5eac5 maintainer: https://www.linkedin.com/in/berggrenandreas/ license: CC BY 4.0 --- # AI Nytta > Praktiska erfarenheter, reflektioner och tillämpad teknik av Andreas Berggren. ## Key Sections - [Engineering North Stars](https://www.ainytta.blog/north-stars/): The 10 core engineering principles governing all architecture, tooling, and system design. - [Building 100 Things](https://www.ainytta.blog/building/): Public catalog of autonomous AI tools, developer micro-products, and platform experiments. - [AI Spaning & Essays](https://www.ainytta.blog/ai/): Pragmatic AI industry commentary, weekly developer retrospectives, and sovereignty analysis. - [RSS Feed](https://www.ainytta.blog/rss.xml): Full-text syndication feed. ## API - [RSS Feed](https://www.ainytta.blog/rss.xml): Full-text Atom feed (`application/rss+xml`). - [Sitemap](https://www.ainytta.blog/sitemap.xml): Auto-generated by `@astrojs/sitemap` (`application/xml`). - [Raw Markdown Endpoints](https://www.ainytta.blog/blog/.md): Append `.md` to any post URL for pristine Markdown + frontmatter. ## Tools & Integrations - **Static Site Generator**: [Astro 7](https://astro.build) (SSG mode, `trailingSlash: always`). - **Hosting**: [statichost.eu](https://statichost.eu) (GitHub webhook deploy). - **CI/CD**: GitHub Actions (`make verify` + `npm audit`). - **Theme**: Light/Dark mode via `localStorage.theme` + `prefers-color-scheme`. ## Engineering North Stars The 10 core principles governing all architecture, tooling, and system design: - [I. AI First](https://www.ainytta.blog/north-stars/ai-first/): Amplify capabilities with AI. Leverage autonomous agents, LLMs, and AI-driven tooling to solve problems first, drastically reducing solution time and accelerating the delivery of business value. - [II. Security First](https://www.ainytta.blog/north-stars/security-first/): All systems must be secure by default. Hardened environments, encryption at rest/transit, and least-privilege access are non-negotiable foundations for GDPR & NIS2 compliance. - [III. Automation Over Manual](https://www.ainytta.blog/north-stars/automation-over-manual/): Prefer automation over manual steps. Infrastructure as Code (Ansible/Terraform), GitOps (ArgoCD), and CI/CD pipelines guarantee reproducibility and faster time-to-market. - [IV. Documentation as Code](https://www.ainytta.blog/north-stars/documentation-as-code/): Documentation is a living asset. Treating Architecture Decision Records (ADRs) and runbooks as production code eliminates knowledge silos and ensures the truth is always in version control. - [V. Design for Failure](https://www.ainytta.blog/north-stars/design-for-failure/): Champion a blameless engineering culture where systems fail safely. Validate resilience proactively through DR drills and chaos engineering. - [VI. Observability First](https://www.ainytta.blog/north-stars/observability-first/): Systems must be observable from day one. OpenTelemetry, Prometheus metrics, structured logs, and distributed traces are core requirements. - [VII. Data Sovereignty](https://www.ainytta.blog/north-stars/data-sovereignty/): Prioritize absolute data control. For critical workloads, deploying local AI/LLMs eliminates cloud provider data leakage. - [VIII. Cost Efficiency](https://www.ainytta.blog/north-stars/cost-efficiency/): Architecture must make economic sense. By focusing on Total Cost of Ownership (TCO), protect budgets against escalating cloud API fees and vendor lock-in. - [IX. Simplicity Over Abstraction](https://www.ainytta.blog/north-stars/simplicity-over-abstraction/): Reject speculative complexity. Never build for hypothetical future needs (YAGNI). Prefer linear, readable code over over-engineered design patterns. - [X. Customer Obsession (Shipping is a Feature)](https://www.ainytta.blog/north-stars/customer-obsession/): The most elegant architecture is worthless if it doesn't solve a real user's problem. Prioritize iterative, high-momentum delivery. ## Technical Articles & Case Studies - [AI spaning v37 2026](https://www.ainytta.blog/blog/ai-spaning-v37-2026/): Från annonser till direktköp: När blir AI-chatten det nya Amazon, och varför kan jag inte bara trycka 'Bekräfta resa' när modellen redan planerat allt? (Raw Markdown: https://www.ainytta.blog/blog/ai-spaning-v37-2026.md) - [Från AI-slask till handskrivet – och varför jag plockar upp skruvdragaren igen](https://www.ainytta.blog/blog/me-myself-and-my-ai-squad-tvasprakig-strategi/): Varför AI Nytta blir tvåspråkigt: Handskrivna svenska reflektioner för tanken, och engelska deep-dives med min "AI Squad" för koden. Plus varför man inte ska rulla på fyrkantiga hjul. (Raw Markdown: https://www.ainytta.blog/blog/me-myself-and-my-ai-squad-tvasprakig-strategi.md) - [AI spaning v36 2026](https://www.ainytta.blog/blog/ai-spaning-v36-2026/): Ett enda AI-kort till en server kostar upp till 400 000 kr. När hårdvarunotan ska betalas är det inte konstigt att annonserna nu gör entré i ChatGPT. (Raw Markdown: https://www.ainytta.blog/blog/ai-spaning-v36-2026.md) - [AI spaning v35 2026](https://www.ainytta.blog/blog/ai-spaning-v35-2026/): När modellen du förlitat dig på plötsligt blir handikappad över en natt. Om varför suveräna modeller är nödvändiga. (Raw Markdown: https://www.ainytta.blog/blog/ai-spaning-v35-2026.md) - [Remote control - Vad tar du med dig när du lämnar datorn?](https://www.ainytta.blog/blog/remote-control-vad-tar-du-med-dig-nar-du-lamnar-datorn/): Remote control låter dig fortsätta AI-sessionen på telefonen — men vad följer egentligen med? Kod, kommandon, filer, webbsessioner och kollegornas hooks. (Raw Markdown: https://www.ainytta.blog/blog/remote-control-vad-tar-du-med-dig-nar-du-lamnar-datorn.md) - [AI spaning v34 2026](https://www.ainytta.blog/blog/ai-spaning-v34-2026/): Modeller släpps allt snabbare, men det verkliga spelet händer i harness-lagret – och remote control öppnar för helt nya säkerhetsutmaningar. (Raw Markdown: https://www.ainytta.blog/blog/ai-spaning-v34-2026.md) - [Välkommen till AI Nytta – En nystart för det skrivna ordet](https://www.ainytta.blog/blog/valkommen-till-ai-nytta/): Varför vi startar om från noll: Mindre maskinellt brus, mer praktiska reflektioner, hantverk och verklig tillämpad nytta. (Raw Markdown: https://www.ainytta.blog/blog/valkommen-till-ai-nytta.md) ## Published Agent Skills Executable skills for autonomous AI agents (Google Antigravity, OpenCode, Claude Code, Cursor) hosted directly on the blog: - [email-domain-security](https://www.ainytta.blog/skills/email-domain-security/SKILL.md): Comprehensive SPF, DKIM, DMARC, and MX security auditor and spoofing detector with 3-persona automated QA. - [lenovo-acpi-sleep-fix](https://www.ainytta.blog/skills/lenovo-acpi-sleep-fix/SKILL.md): Diagnose and fix Linux s2idle sleep panics, ACPI mutex deadlocks, and charge-type conflicts. ## Language Support - **Swedish (sv-SE)**: Primary language for weekly reflections and local business utility. - **English (en-US)**: Technical deep-dives, case studies, and AI Squad dispatches. - **Language Badges**: All posts include `lang` frontmatter (e.g., `lang: sv` or `lang: en`) and visual badges (🇸🇪/🇬🇧). ## Accessibility - **Comic Strips**: All AI Squad illustrations include: - `alt` text with full dialogue transcripts. - `

` for screen readers. - **Theme**: Respects `prefers-color-scheme` with manual override via `localStorage.theme`. - **View Transitions**: Enabled via Astro's `` for smooth SPA navigation. ## Agent Guidelines - Architecture: Static HTML (Astro 7 SSG), zero client-side JavaScript required to parse content. - Raw Content: Append `.md` to any blog post URL (e.g. `/blog/.md`) to fetch the pristine Markdown source with frontmatter and transcripts. - Accessibility: All inlined AI persona comic strips include complete verbatim dialogue transcripts in image alt attributes and `

` tags. - Case Studies: In-depth technical articles feature a structured Staff+ STAR breakdown card (Situation, Task, Action, Empirical Result) at anchor `#executive-takeaway`.