LLM-as-a-Judge vs.LLM-as-a-Jury for Job-Post Filtering
One LLM-as-a-judge call made the same qualification decision as a four-evaluator jury on nine of ten job posts, at 35% lower cost.…
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LLM monitoring in production:The dashboard is green.The answers are wrong.
An AI layer can be fast, available and error-free while it quietly gets worse. Here’s how we watch the part of our…
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She’s a Latin Dance Champion. Now She’s Running Delivery in Novi Sad.
A month into her new role as Delivery Manager in Novi Sad, Bojana Satara Anic had already made her first real call.…
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Growth Is Not Always Comfortable. And That’s the Point
Ask anyone about a job they’ve left, and you’ll usually get a clean story. The good parts, the bad parts, a tidy…
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Specialized’ LLM Models and their place in Decision AI Agents pipeline
In one of my previous articles, Decision AI Agents in Banking, I argued that reliable Decision Agents require a layered architecture: structured…
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Decision AI Agents in Banking
Why LLM-Only Architectures Are Not Enough – and What Production-Grade Systems Must Include Agentic AI is moving beyond chat assistants and document…
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How a UK Specialist Bank Tested AI-Powered Mortgage Underwriting on Copilot Studio
7
specialist agents, one per underwriting stage, run in sequence
One Orchestrator and seven specialist agents on Microsoft Copilot Studio take on the reading, cross-checking and arithmetic of a mortgage case. Approval,…
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When AI Changes the Answer, QA Has to Change the Question
What does it mean for software to be correct? After more than 15 years in QA, I thought I had the answer.…
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Azure Performance Tuning: 30-Second Logins Cut to Under 5 Seconds for a Healthcare HR Platform
Under 5 sec
login time, down from 30+ seconds
The challenge 30-second logins, and no single culprit. A healthcare organization ran its everyday HR operations on a web-based platform. As usage…
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Meet Verica Solin: The Accidental Tester Taking the SEETEST 2026 Stage
On October 7, Verica Solin steps onto the SEETEST 2026 stage in Ljubljana to talk about the future of QA. Before the…
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Building Argus – An Interview with Nikola, Senior technical Consultant, Application Operations
Every production system has a quiet window, and that window is exactly where the worst problems grow. Nikola spent years watching failures…
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Incident Response Automation Without Giving Up Control
Search for incident response automation and you get security tooling. Phishing triage, SOAR playbooks, threat containment. That’s a real category, and it…
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Interns’ Perspective: Summer at ⋮IWConnect, Prilep Edition
This summer, our Prilep office welcomed a new group of interns ready to trade textbooks for real projects. Over the following weeks,…
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