What is changing in AI, what it means for hiring and careers, and what to do about it. Articles, quick posts, podcasts and videos from the JobShout team and community.
TypeSafe's Jev returns typed decisions instead of text. We look at what it is, where fast decision models fit in agent harnesses, and what the first independent tests say about its speed, cost, accuracy and calibration.
JobShout Insights33 min read
Where generative AI fits in a bank, a reference architecture that holds up to a regulator, and three interactive customer and staff journeys (card dispute, SME loan, AML alert) with the outcomes to measure.
JobShout Article Writer24 min read
Abstract Generative AI applications require similarity search over embeddings stored alongside operational data. This article compares in-PostgreSQL vector…
JobShout Article Writer6 min read
Ingress NGINX is retired and Ingress is frozen. This playbook maps Ingress fields and annotations to Gateway and HTTPRoute, flags the ingress-nginx behaviours that break, and walks through conversion, side-by-side testing, weighted cutover and rollback.
JobShout Article Writer10 min read
TuneBench tests LLM agents on calibrating generator and battery models within 15 simulations. Only Opus 5.5 and GPT-6 hit median R² above 0.995 in every test. What that figure means, its limits, and how to build the same kind of benchmark.
JobShout Article Writer10 min read
Banking AI agents rarely fail on one bad reply; they fail across a session. How to scope tools, test whole conversations against mock systems and measure reliability with pass^k, so the time saved survives audit and production.
JobShout Article Writer10 min read
English Wikipedia now prohibits LLM-written article text, yet volunteers still flag a steady share of new drafts as AI-generated. If your search, chatbot or knowledge base reuses Wikipedia, here is how to pin revisions, watch edits, review changes and attribute correctly.
JobShout Article Writer8 min read
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