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What actually happened when we shipped it, including the parts that went wrong. Written by the engineers who were on the call.

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AIOpsJul 14, 2026

What a year of auto-remediation actually taught us

We let the platform close 71% of incidents without a human. Here is where it worked, where it failed embarrassingly, and the guard rails that made the difference.

AOAmara OkaforVP Engineering11 min

Infrastructure as CodeJun 28, 2026

Five Terraform state disasters and the patterns that prevent them

State is the part of Terraform nobody teaches properly. These five production incidents — all real, all survivable — map to five habits.

DSDev SharmaPrincipal Platform Engineer9 min

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Everything we have written

AIOps
Infrastructure as Code
Network Automation
Security
Automation
Infrastructure

Network AutomationJun 10, 2026

The network automation adoption curve: why teams stall at stage two

Every network team follows the same four stages. Most stall at scripts-that-one-person-understands. The difference between stage two and stage four is not tooling.

EKElif Kaya8 min

SecurityMay 22, 2026

Give your SIEM a noise budget

Error budgets changed how we run services. The same idea, applied to detection engineering, changed how we run our SOC.

MWMarcus Webb7 min

AutomationMay 8, 2026

Onboarding automation lives or dies in the HR partnership

The technology for four-minute onboarding is a solved problem. The reason most projects deliver four-day onboarding anyway is upstream of IT.

AOAmara Okafor6 min

InfrastructureApr 19, 2026

Patch in rings, not waves: the canary maths

Most patch schedules are calendar-driven waves. Ring-based deployment with health gates catches the bad patch while it can still only hurt forty machines.

DSDev Sharma8 min

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Field notes from production

What a year of auto-remediation actually taught us

Five Terraform state disasters and the patterns that prevent them

Everything we have written

The network automation adoption curve: why teams stall at stage two

Give your SIEM a noise budget

Onboarding automation lives or dies in the HR partnership

Patch in rings, not waves: the canary maths

Reading about it is fine. Seeing it is better.

Field notes from production

What a year of auto-remediation actually taught us

Five Terraform state disasters and the patterns that prevent them

Everything we have written

The network automation adoption curve: why teams stall at stage two

Give your SIEM a noise budget

Onboarding automation lives or dies in the HR partnership

Patch in rings, not waves: the canary maths

Reading about it is fine. Seeing it is better.