Vision Labeling Toolkit
Label images fast with keyboard shortcuts and export in COCO format.
from yolov8 import Detector
model = Detector('weights.pt')
result = model.predict('image.jpg')
print(result.boxes)Projects
AI, Cloud, DevOps projects with code, demo, and files.
AI
Chat Retrieval Assistant
RAG pipeline with vector search and citations for internal docs.
from rag import Retriever
retriever = Retriever(index='docs')
answer = retriever.ask('How to deploy?')
print(answer)Cloud
Multi-Region Backup
Automated snapshots, cross-region replication, and restore drills.
aws s3 sync ./backups s3://backup-bucket
aws s3api put-bucket-replication --bucket backup-bucket --replication-configuration file://replication.json
Cost Explorer Dashboard
Track spend by team, service, and environment with alerts.
SELECT service, SUM(cost)
FROM cloud_costs
WHERE month = '2026-01'
GROUP BY service;DevOps
CI/CD Blue-Green
Deploys with zero downtime and instant rollback support.
kubectl apply -f k8s/blue.yaml
kubectl apply -f k8s/green.yaml
kubectl patch svc app -p '{"spec":{"selector":{"color":"green"}}}'
Observability Starter
Metrics, logs, and traces wired into a single dashboard.
helm repo add grafana https://grafana.github.io/helm-charts
helm install stack grafana/k8s-monitoring --namespace obs