ai-it
Writing on AI in IT

How machine intelligence is quietly rewiring IT operations

An independent notebook on the systems, the research and the habits behind running infrastructure with the help of modern models — written for engineers, not for the hype cycle.

Predictive operations

The shift from alerting to anticipating

For a decade, monitoring meant thresholds and pagers. The more interesting question now is whether a system can recognise the shape of trouble before a threshold is ever crossed — and what it should, and should not, be allowed to do about it on its own.

Feature · 9 min read · 2 October 2026

Latest

Fresh writing
AIOps

Correlation is the real work, not the dashboard

Grouping thousands of alerts into a handful of incidents does more for mean time to resolution than any single clever detector. Why event correlation keeps being underrated.

28 Sep 2026 · 7 min
Predictive incidents

Reading a slow degradation before users do

Hard failures are easy to catch. The expensive outages announce themselves gently — a latency curve bending upward for forty minutes. What it takes to notice in time.

21 Sep 2026 · 8 min
Change management

Most incidents start as a “low-risk” change

Teams that score change risk from history — similar changes, the same configuration items, the same owners — catch the quiet ones that manual review waves through.

14 Sep 2026 · 6 min
Language models

When the help desk answers from the runbook

A model that cites the exact procedure it used — and says “this is not written down” instead of inventing — changes what first-line support can safely close on its own.

6 Sep 2026 · 7 min
FinOps

The cloud bill nobody reads, read for you

Idle instances and oversized reservations are most of the waste. Using models to surface and explain them — then letting humans decide — is where the savings actually land.

30 Aug 2026 · 5 min
Data & privacy

Keeping the model inside the perimeter

Running open-weight models on your own hardware is no longer exotic. The harder, more valuable work is deciding — in code — what is allowed to leave the network at all.

22 Aug 2026 · 6 min

The fortnightly notebook

One carefully chosen piece on AI in IT operations, every other week. No vendor pitches, no breathless predictions — just what is actually working and what is not.

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