01 / AI SRE PLATFORM
Keel
Incident detection, AI-assisted root-cause analysis and coordinated response.
SRE / CLOUD / PLATFORM / AI
Reliable systems. Empowered teams.
Human judgment in an AI-driven world.
THE WORK BEHIND THE UPTIME
I build the platforms, practices and teams that let engineering move with confidence. From cloud foundations to AI-assisted operations, reliability is a leadership discipline.
The full story on LinkedIn ↗03 / SELECTED EXPERIENCE
Different scales. Different challenges.
The same responsibility to make things work.
Scaling SRE through service objectives, error budgets, Mimir observability and ServiceNow automation. Shaping agentic AI operations with human oversight and operational resilience controls.
Connecting multi-cloud architecture, developer platforms and delivery practices. Making security, economics and resilience part of the same engineering conversation.
Working across high-traffic platforms, Kubernetes, microservices and observability. Building dependable systems while helping engineers grow their cloud-native practice.
04 / THE INCIDENT LAB
And the decisions behind it.
Introduce a failure. Follow the evidence.
Make the call.
01 / INTRODUCE A FAILURE
02 / OBSERVE THE IMPACT
Traffic is flowing. Choose a scenario to see what changes.
Choose a scenario to inspect simulated telemetry.
RECOVERY WORKBENCH / SIMULATED
Run the simulated check before approving a change.
RECOVERY COMPLETE / LESSON CAPTURED
An interactive demonstration. All telemetry, AI recommendations and recovery actions are simulated. No production systems are connected.
05 / ENGINEERING IN THE OPEN
Explore the things I’m building.
SCROLL TO EXPLORE THE BUILDS →THE OPERATING PRINCIPLES
Service objectives should reflect user experience. Error budgets make the tradeoff between reliability and delivery explicit.
Useful defaults, clear ownership and room for informed choices. Developer experience is an engineering outcome.
AI connects evidence and proposes actions. Autonomy should follow risk, with observable decisions and reversible changes.
ANOTHER WAY IN
Explore my work from the command line.
Start with help.
$ whoami
Gurpreet Singh / Senior Staff SRE @ NatWest
THE NEXT SYSTEM STARTS WITH A CONVERSATION