Software, AI and IT insights
Writing from PicNet's engineers on AI, software, cloud and the systems Australian organisations run on.
AI-Ready Data and Integration: the series
Every AI system we have put into production has started the same way, and the first few weeks had nothing to do with models. They went on connecting systems that were never designed to talk to each other, working out…
#data-integration#centazio#data-quality#entity-resolution#data-governance
Your AI is only as good as your data: why integration comes first
Almost every stalled AI pilot we get called into looks the same from the inside. The model was fine. The demo worked on the sample extract. Then someone pointed it at production and the answers stopped matching what the…
#data-integration#master-data#ai-readiness#centazio#data-quality
Coding agents in a production .NET shop: what holds up
We have been running Claude-style CLI coding agents against production .NET code for long enough to have opinions that survived contact with a client's release schedule. This post, part of our Practical AI in DevOps…
#coding-agents#dotnet#code-review#developer-productivity#ai-engineering
One small team, 100+ automated checks: anatomy of an AI-assisted monitoring platform
A backup job that has not run for eleven days will not send you an email. Neither will a TLS certificate with nineteen days left on it. The failures that cost our clients money are almost never the loud ones; they are…
Practical AI in DevOps: the series
Most of what gets written about AI in DevOps is written by people selling AI in DevOps. This series is our attempt at something more useful: a running account of what we actually run, what it costs us, and where it…
Listening at scale: monitoring industry forums and communities with AI
Most listening set-ups I see at Australian mid-market companies are a saved search and a daily email digest. That catches press mentions and misses almost everything that happens in the communities where your buyers ask…
#social-listening#community-marketing#brand-monitoring#llm-classification#content-strategy