AI Infrastructure Engineer at Microsoft Azure Compute. I build open-source infrastructure for AI agents, in public. This is my showroom.
Scroll to walk through. Click anything on display.
Experience, parked in order: the oldest on the left, the newest on the right. Each car is a chapter.
- Red Hat1957 Bel Air
- IBM1967 Impala
- Arista Networks2019 Mustang Roush
- XBattery1970 café motorcycle
- Microsoft2026 Rolls-Royce Spectre
1957 Bel Air · Where it started.
Associate Software Engineer, Distributed Systems
Jan 2022 – Dec 2022
- +25%storage throughput
- -30%production incidents
- 100+code reviews
- Improved distributed storage throughput 25% via automated profiling and bottleneck analysis.
- Cut production incidents 30% with monitoring and alerting; cut QA cycle time 40% with Docker-based performance test automation; 100+ code reviews.
1967 Impala · Built to go the distance.
Software Engineer II, Cloud Storage & Automation
Jan 2023 – Feb 2025
- -60%MTTR
- 1000+deployments watched
- 10xbenchmark productivity
- Built Ceph performance monitoring (Prometheus, Python) detecting anomalies across 1000+ enterprise deployments.
- Automated troubleshooting with Python/Bash log analysis, cutting incident response time 40%.
- Built Rook-Ceph Kubernetes operators, cutting MTTR 60%; 15+ PRs merged to Ceph.
- Built Docker/Ansible S3 benchmarking framework, a 10x productivity gain.
2019 Mustang Roush · Light, fast, precise.
Software Engineer, Network Infrastructure & Performance (C++)
Feb 2025 – Feb 2026
- 100%packet loss eliminated
- -40%MTTR
- +35%deploy reliability
- Built BESS agent anomaly detection, eliminating 100% packet loss during port updates.
- Automated incident detection and RCA correlation, cutting MTTR 40%.
- Built Grafana dashboards for 400G+ systems; CI/CD raised deployment reliability 35%.
1970 café motorcycle · The side road, ridden at the same time.
Senior Infrastructure Consultant, AI & Cloud Platform
Mar 2025 – Oct 2025
- 99.9%uptime
- 10,000+SMEs served
- -75%false positives
- Built AI Kubernetes observability platform for 10,000+ SMEs: 99.9% uptime, 60% less manual work.
- Delivered Terraform/Ansible/GitLab CI pipelines enabling 50+ daily zero-downtime deploys.
- Correlated alerts across 500+ VMs, cutting false positives 75%; automated RCA resolved incidents 50% faster.
2026 Rolls-Royce Spectre · The flagship.
Software Engineer II, Container Platform & Infrastructure (Azure Compute / Hyper-V)
Mar 2026 – Present
- HCSAPI migration
- LiveMigration at Azure scale
- Drive HCSShim/HCS API migration to modern container abstractions, enabling Live Migration at Azure scale.
- Built parity/regression validation frameworks across container runtime layers.
- Built PowerShell/Go deployment tooling and CI/CD for rollout and validation.
- Root-cause distributed failures across Azure clusters using Kusto telemetry.
Every tool I reach for, kept on the wall. The warm ones are the ones I use most: Kubernetes, vLLM, Go, Rust, Terraform.
- Languages
- Python, Go, Rust, C/C++, Swift, Bash, PowerShell, TypeScript, SQL
- AI Infrastructure
- LLM inference, vLLM, KServe, llm-d, Inference autoscaling (HPA), Model serving, Multi-tenant isolation, MCP, RAG, LangGraph, LangChain, Azure OpenAI, Agentic workflows
- Cloud & Platform
- Kubernetes, Operators & CRDs, Azure, AWS, Docker, Terraform, Ansible, containerd, Hyper-V, gVisor, Cilium, Ceph, Linux
- Observability & Delivery
- Prometheus, Grafana, OpenTelemetry, Kusto, ELK, GitHub Actions, GitLab CI, Incident response, RCA, High availability, Cost optimization
- Customer-facing
- Solution design, Enterprise integration, Technical advisory, REST/gRPC APIs, n8n workflows, Human-in-the-loop AI, Demos, Conference talks
Projects I build in public. Flip through them here or on the lightbox.

Agentic Operator
Clawdlinux, Founder · 51 stars
Runtime-agnostic Kubernetes governance for AI agents: gVisor isolation, egress policy, cost controls and offline audit verification. Mercatus grant.
Go · Kubernetes · gVisor · Cilium · MCP
★ 52 · updated 4 days agoLatest: Merge pull request #210 from Clawdlinux/feat/live-poc
- Agentic Operator: Runtime-agnostic Kubernetes governance for AI agents: gVisor isolation, egress policy, cost controls and offline audit verification. Mercatus grant.
- ZeroDB: Agent memory database in Rust: durable tape, hybrid recall and cache, speed and crash safety first. 48.6K acks/s, 502 µs p99 vs Redis and Valkey.
- agentgate: A thin API gateway that lets AI agents call SaaS APIs on behalf of users. Agents never see the tokens.
- memtorture: Torture tests for agent memory engines: crash, concurrency and recall delay. Evidence, not marketing.
- Agent Native Format: Token-minimal system views for AI agents: Kubernetes and live state translated into a compact format, with governed execution primitives.
- Piko: On-device iPhone voice dictation: SpeechAnalyzer and Foundation Models, streaming into the keyboard. No audio leaves the device.
The get-to-know-me room. A good suit, a few watches, and what I do when the laptop is shut.

Badminton
Fast hands, faster feet.

Cricket
Weekend overs, never enough of them.

Guitar
The one thing I play slowly on purpose.
Kept for the craft. Every one of them is set to Bengaluru time. Pick one up to turn it over.
- SREcon26 EMEA
Speaker · Dublin, Oct 2026
Why the Kubernetes autoscaler fails LLM inference
- Ceph Days
Speaker
Distributed storage, from the people who maintain it
- Agentic Summit
Speaker · Bangalore
AI agents on real infrastructure
- 15+ merged PRs
Ceph upstream
RADOS Gateway and storage engine work
- Mercatus grant
Agentic Operator
Kubernetes governance for AI agents
- 52 stars
agentic-operator-core
Open source, built in public
A parting thought
“Price is what you pay. Value is what you get.”