When asked "tell me about a recent project," pick one and lead with the one-liner.
OpsGPT (LangGraph multi-agent incident analysis): "OpsGPT is a multi-agent DevOps incident analysis suite I built with my Group 4 team during a hackathon. We shipped an 8-node LangGraph DAG that classifies incidents, retrieves runbook evidence via BM25 RAG, runs a validator critic loop, and renders a final report — all deployed on Kubernetes with Helm and ArgoCD. Live at opsgpt.joysontech.com."
Kubernetes Upgrade Automation: "I built a Kubernetes upgrade pipeline that runs on my homelab cluster. GitHub Actions detects new K8s minor versions weekly, Ansible orchestrates the actual upgrade, and the Claude Code CLI is integrated into the CI pipeline to read changelogs, scan for deprecated APIs, apply pre-upgrade fixes, and diagnose post-upgrade health. Ran four consecutive minor version upgrades from v1.31 to v1.35 in a single day, fully automated."
go-rag-starter: "go-rag-starter is an open-source RAG help bot I published — about 1,200 lines of Go using pgvector for hybrid retrieval, server-sent events for streaming, MIT-licensed and self-hostable. Built to show how to ship RAG infrastructure without vendor lock-in."