Teknisk djupgående analys av AI, Azure, Next.js och beslutet bakom.
Pure keyword search misses semantic matches. Pure vector search misses exact part numbers. Hybrid search combines both. This post explains the rank fusion and semantic re-ranking choices that turn a hybrid Azure AI Search query from "works on demos" into a production retrieval layer for manufacturing knowledge bases.
What Next.js Server Actions actually protect against out of the box, what they do not, and the security patterns — auth, rate limiting, input validation, file-upload hardening — every production app should layer on top.
A practical implementation of the transactional outbox pattern in Prisma with a simple relay worker — giving you reliable event publishing with exactly-once processing semantics, without adding Kafka to your stack.
A side-by-side comparison of DeepEval, Promptfoo, and LangSmith for evaluating agentic AI systems in 2026 — on metrics, tooling, CI integration, agent-specific evaluation, and when each is the right pick.
The honest cost model for self-hosted GitHub Actions runners on Azure — break-even math against hosted runners, when self-hosting is a trap, and the ephemeral scaleset architecture that keeps them safe in production.
TypeScript 7.0 is a native Go port of the compiler, and Microsoft measured type-checking the VS Code codebase falling from 125.7 seconds to 10.6 seconds at default settings. A team still on 5.8 is two majors behind, so this is the staged route through 6.0, the changed defaults and removals that actually break builds, and who should wait for the 7.1 API.
A technical guide to prompt caching across Claude, Azure OpenAI, and GPT — what belongs in the cache, how to structure cache breakpoints, TTL realities, hit-rate optimization, and the anti-patterns that erase the savings.
Manufacturing corpora mix scanned paper, CAD exports, work instructions, and supplier specs. Making them searchable with high recall and precision requires a thoughtful Azure AI Search skillset and indexer design. This post walks through the OCR, entity extraction, chunking, and semantic ranking choices that separate production-quality indexes from POCs.
One year after the Digital Operational Resilience Act entered into force for financial-sector firms on 17 January 2025, this is what Swedish fintech engineering teams actually learned about ICT risk, incident reporting, TLPT, and the third-party register.
Connection pooling, retry logic, and the serverless-tier quirks every team running Prisma against Azure SQL should design for — with concrete pool sizing, transient-fault handling, and the connection string parameters that actually matter.
A grounded look at where Partial Prerendering beats traditional SSR and ISR in Next.js 15 — the Suspense patterns that make it work, the caching traps, and the pages where it delivers no real benefit at all.
A practical review, one year after the EU AI Act Article 5 prohibitions entered into force on 2 February 2025 — where Swedish B2B teams over-reacted, where they under-reacted, and what must ship before the August 2026 high-risk deadline.