Fold chaos
into calm.
I build SRE practices that turn complex production environments into systems teams can observe, operate and improve with confidence, one carefully folded layer at a time.
Reliability is
a folded system.
Good SRE work connects technical controls with human decisions. I focus on service-level objectives, meaningful telemetry, safe delivery, capacity awareness and incident learning so production becomes more predictable without becoming rigid.
Four folds.
One stable shape.
Capabilities are shown as layered operating disciplines rather than generic percentage bars.
Observability
Metrics, logs and traces designed around user impact, useful thresholds and actionable diagnosis.
Cloud reliability
Resilient infrastructure with sensible failure domains, capacity planning and repeatable recovery paths.
Delivery safety
Progressive delivery, automated checks and rollback paths that make shipping safer without slowing teams.
Incident response
Clear roles, calm communication, practical runbooks and blameless learning loops for high-pressure moments.
Systems I have
kept standing.
Selected roles showing a progression from systems operations into reliability ownership and platform engineering.
Senior SRE · Northstar Cloud
Own reliability for multi-region APIs and internal platforms. Introduced SLOs, error-budget policy, burn-rate alerting and automated rollback paths across 30+ services.
Platform Engineer · Relay Systems
Built Kubernetes platform primitives, deployment guardrails and developer self-service tooling while reducing noisy alerts and improving recovery readiness.
Systems Engineer · Meridian Labs
Operated Linux fleets and distributed services, developed capacity models and established the first structured incident-review practice.
Proof in
production.
Case studies framed around the operational problem, the intervention and the reliability outcome.
Turned alert noise into a decision system.
Reframed reliability around customer-facing SLOs, routed alerts through burn-rate thresholds and connected error budgets to release decisions so teams could move quickly without guessing at risk.
Zero-downtime migration path
Progressive schema changes, canaries and rollback checkpoints for a high-volume service.
Incident command kit
Role cards, automation hooks and communication patterns that reduce cognitive load during outages.
Observe → fold →
test → learn.
A practical reliability loop: understand the signal, make the boundary explicit, automate repeatable decisions, then learn from what production teaches you.
Find the signal.
Start with user impact, telemetry and failure evidence rather than assumptions.
Set the boundary.
Define SLOs, dependencies, capacity limits and explicit failure modes.
Prove the path.
Exercise rollbacks, recovery procedures and automation before production needs them.
Improve the shape.
Use incidents and near misses to make the system safer and the next response calmer.
Let's make
production calmer.
For SRE leadership, platform reliability, incident readiness, observability or infrastructure work, send a short note.