AI Platform & Cloud Infrastructure Architect · 15+ years in cloud architecture · 2x founder before architect
I design and ship AI-enabled cloud platforms — agentic infrastructure, Model Context Protocol (MCP) servers, context/graph infrastructure, and internal developer platforms — for safety-critical and regulated industries.
Every repo here is a working piece of that story, tied to a long-form post at cloudandsre.com.
→ cloudandsre.com → linkedin.com/in/ajinbaby → youtube.com/@cloudandsre → facebook.com/cloudandsre
| Tool | What it is |
|---|---|
sre-ai-toolkit |
Curated AI-assisted scripts for platform & reliability engineers |
incident-scribe |
Slack thread → structured incident report, powered by Claude |
alert-explainer |
Prometheus alert → natural-language triage with output contracts |
cloudandsre-skills |
Operator-grade agent skills (output contracts, discipline sections) — portable across Claude Code, Claude Desktop, Codex CLI |
agent-adam |
Agentic personal assistant built on the Claude API |
mcp-chaos |
Chaos engineering for the MCP tool-call plane — fault injection and reliability SLIs for agent tool use |
sre-harness |
Minimal runnable reference harness for SRE agents: tool orchestration, verification, memory, guardrails, observability |
context-assembler |
Context engineering reference — typed segments, enforced token budget, reranked selection, compaction |
runbook-rag-starter |
The smallest useful RAG, in 40 lines — a Markdown folder, sqlite-vec, and a CLI |
cloudandsre-python |
Shared Python utilities — retry, circuit breaker, throttle, token-cost meter, prompt-cache helper |
| Tool | What it is |
|---|---|
mcp-gateway |
Production-grade MCP gateway: identity, Cedar authz, schema firewall, quarantine queue, provenance ledger. Design published — implementation not yet public. Reference design at cloudandsre.com/blog/the-mcp-gateway-pattern |
k8s-ai-operator |
Kubernetes operator with policy-bounded AI-driven remediation |
cloud-cost-ai |
LLM-powered cost anomaly detection for AWS / GCP |
AI platform: Azure OpenAI / Azure AI Foundry · MCP servers · LlamaIndex · GraphRAG Cloud & infra: AWS (ECS/Fargate) · Azure · Kubernetes · Terraform · Databricks Graph & context: Neo4j · Cypher · knowledge-graph-backed retrieval Languages: Python (primary) · Go · Bash · SQL / Cypher
Every post ships with working code. Read at cloudandsre.com.
Recent: Prompt engineering for SRE · The MCP gateway pattern · Skills for AI agents that do SRE work · Alert fatigue? Let AI triage. · Why AI is the next SRE superpower
- 15+ years architecting and operating cloud systems at scale
- Currently: Staff Software Engineer at a global aviation-SaaS platform (Fortune-500 aviation technology company); previously Computing Architect there for 8 years
- 2x founder before architect — Veeble SoftTech (scaled 3→20, $500→$500K ARR, 110+ countries) and ExTravelMoney Technosol (CEO)
- MS Management Information Systems, University of Arizona · MS Artificial Intelligence (in progress)
- Azure AI Engineer Associate · AWS Solutions Architect Associate · Azure Administrator Associate · Neo4j Certified Professional · CNSS 4011/4012/4013
- IEEE 15+ year member · Senior Member application in progress