AI SRE Copilot
Python · Prometheus concepts · Kubernetes · AI-ready
An incident investigation assistant that analyzes simulated alerts and log evidence, suggests likely causes, and drafts a safe investigation plan.
DEVOPS + AI / SMARTER INFRASTRUCTURE
DevOps / Platform Engineer · AWS · Kubernetes & OpenShift · Automation · AI for Operations
I help engineering teams improve deployment reliability, troubleshoot cloud-native systems, and turn repetitive operations into automation—with AI used thoughtfully where it adds value.
Open to full-time roles, contracts and scoped freelance projects
$ kubectl get pods -A
● api-service Running
● payments Running
● checkout Investigating
$ sre-copilot analyze --sample
✓ Evidence collected
✓ Next steps prepared
FEATURED PROJECTS
Independent portfolio projects using safe sample data. Each project will include source code, setup instructions, tests and design decisions.
Python · Prometheus concepts · Kubernetes · AI-ready
An incident investigation assistant that analyzes simulated alerts and log evidence, suggests likely causes, and drafts a safe investigation plan.
GitHub Actions · Docker · Terraform · Kubernetes
A reproducible delivery path with CI checks, image build, infrastructure-as-code patterns, health checks and a rollback plan.
AWS concepts · Python · FinOps · AI-ready
A sample-data analyzer that highlights potential idle resources, missing safeguards and prioritized reliability improvements.
Illustrative UI only—no live AWS account is connected and no savings are claimed.
INTERACTIVE LAB · SYNTHETIC DATA
Choose a simulated incident to see a rule-based analysis, evidence and recommended next steps. This demo runs in your browser; it does not call an AI API or connect to production systems.
Do not enter credentials, customer data or confidential logs.
Select an incident and run the analysis to generate a structured triage brief.
CASE STUDIES
Selected themes from my professional experience. Confidential production details are intentionally excluded.
Prometheus rules, Alertmanager routing, Grafana dashboards and Python webhook automation.
Reported outcomes to validate before publishing: lower notification volume and faster detection.
Discuss the approach →Cluster health, workload troubleshooting, RBAC, secrets, rollout checks and operational runbooks.
Focus: safer triage, repeatable procedures and service reliability.
Discuss the approach →Python automation patterns and AWS Secrets Manager for controlled secrets workflows.
Focus: reducing manual steps and improving consistency without exposing secrets.
Discuss the approach →Pipeline checks, rollout verification, troubleshooting and clear recovery procedures.
Focus: repeatable releases and faster diagnosis of failed deployments.
Discuss the approach →Portfolio integrity: Add exact before/after metrics only when you can substantiate them and are permitted to disclose them. Separate personal demos from work performed for an employer.
HOW I CAN HELP
Start with a clearly scoped assessment or prototype. Deliverables and access boundaries are agreed before work begins.
Findings report, prioritized improvements, test gates and release-safety recommendations.
Diagnostic notes, evidence-based root-cause hypotheses and a remediation checklist.
Starter dashboards, alert rules, notification routing and actionable runbooks.
Small reusable modules, setup documentation, validation tests and cost assumptions.
Safe log summarization, incident-report drafting or pipeline-failure explanation with human review.
ABOUT ME
I'm a DevOps / Platform Engineer with nearly five years of experience across AWS, OpenShift/Kubernetes, CI/CD, monitoring and automation in enterprise environments.
I enjoy understanding failure modes, improving operational workflows and building tools that help engineers make better decisions. I'm now extending that foundation with practical AI-assisted operations and reusable platform engineering projects.
TECH TOOLKIT
Skill labels describe areas of experience; depth varies by tool. Project READMEs will specify what is implemented hands-on.
LET'S BUILD SOMETHING USEFUL
I'm open to DevOps / Platform Engineering roles, contracts and scoped freelance engagements. Chennai and remote India are preferred; open to other locations for the right opportunity.
lekhaconst.1@gmail.com