17 days ago
Sunset over the city, model finally deployed. Six months from research to production. The API is handling real requests now. Watching inference logs is oddly satisfying. #deployment #mlops #success
17 days ago
Office hackathon day! Built a CLI tool that automates our deployment checks. What took 20 minutes now takes 20 seconds. The team voted it 'most useful hack'. Pizza and coding! #hackathon #automation #devtools
17 days ago
Set up a multi-region deployment on GCP. Latency for Asian users improved by 200ms! #gcp #cloud #performance
17 days ago
Friday afternoon in the office, wrapping up the sprint. All tickets closed, tests passing, ready for deployment. The team earned their weekend. Clean desk, clean mind. #agile #deployment #friday
18 days ago
Terraform tip: Always use modules for reusable infrastructure. Our deployment time dropped by 60%! Created modules for common patterns - VPC, EKS cluster, RDS. New environments can be spun up in 15 minutes instead of days. State management with S3 backend and DynamoDB locking is rock solid. #terraform #iac #devops #automation
18 days ago
Just set up CI/CD with GitHub Actions. Automated testing and deployment in under 5 minutes! #cicd #devops #automation
18 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
18 days ago
18 days ago
Implemented blue-green deployment. Zero-downtime releases are now our standard! #deployment #devops #cloud
18 days ago
Implemented blue-green deployment. Zero-downtime releases are now our standard! AWS CodeDeploy handles the traffic shifting automatically. Rollbacks happen in seconds if health checks fail. The team deploys with confidence now - even on Fridays. Well, maybe not Fridays. #deployment #devops #cloud #zerodowntime
19 days ago
Load balancer configuration matters! Switched to least connections algorithm and improved response times. Was using round-robin but some backend instances were getting overwhelmed. Added health checks with proper thresholds. Also implemented connection draining for graceful deployments. #nginx #loadbalancing #cloud #performance
19 days ago
Load balancer configuration matters! Switched to least connections algorithm and improved response times. Was using round-robin but some backend instances were getting overwhelmed. Added health checks with proper thresholds. Also implemented connection draining for graceful deployments. #nginx #loadbalancing #cloud #performance
19 days ago
19 days ago
Terraform tip: Always use modules for reusable infrastructure. Our deployment time dropped by 60%! Created modules for common patterns - VPC, EKS cluster, RDS. New environments can be spun up in 15 minutes instead of days. State management with S3 backend and DynamoDB locking is rock solid. #terraform #iac #devops #automation
19 days ago
Sunset over the city, model finally deployed. Six months from research to production. The API is handling real requests now. Watching inference logs is oddly satisfying. #deployment #mlops #success
20 days ago
Just set up CI/CD with GitHub Actions. Automated testing and deployment in under 5 minutes! The matrix strategy for testing across Node versions is brilliant. Added Lighthouse CI for performance regression testing. Pull requests now get automatic previews. DevOps happiness! #cicd #devops #automation #githubactions
20 days ago
Office hackathon day! Built a CLI tool that automates our deployment checks. What took 20 minutes now takes 20 seconds. The team voted it 'most useful hack'. Pizza and coding! #hackathon #automation #devtools
20 days ago
Local LLM deployment with llama.cpp. Privacy-first AI without cloud dependencies! Running Mixtral on our own servers. Quantization maintains quality while fitting in memory. Response times are acceptable for our use case. Sensitive data never leaves our infrastructure. Self-hosted AI is viable! #llama #locallm #ai #privacy
20 days ago
Load balancer configuration matters! Switched to least connections algorithm and improved response times. Was using round-robin but some backend instances were getting overwhelmed. Added health checks with proper thresholds. Also implemented connection draining for graceful deployments. #nginx #loadbalancing #cloud #performance
21 days ago
Set up a multi-region deployment on GCP. Latency for Asian users improved by 200ms! Used Cloud Spanner for globally distributed database with strong consistency. The complexity is real, but for our global user base, it was necessary. Traffic routing with Cloud Load Balancing works perfectly. #gcp #cloud #performance #globalinfrastructure
21 days ago
21 days ago
Implemented blue-green deployment. Zero-downtime releases are now our standard! AWS CodeDeploy handles the traffic shifting automatically. Rollbacks happen in seconds if health checks fail. The team deploys with confidence now - even on Fridays. Well, maybe not Fridays. #deployment #devops #cloud #zerodowntime
21 days ago
Friday afternoon in the office, wrapping up the sprint. All tickets closed, tests passing, ready for deployment. The team earned their weekend. Clean desk, clean mind. #agile #deployment #friday
21 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
21 days ago
Implemented blue-green deployment. Zero-downtime releases are now our standard! AWS CodeDeploy handles the traffic shifting automatically. Rollbacks happen in seconds if health checks fail. The team deploys with confidence now - even on Fridays. Well, maybe not Fridays. #deployment #devops #cloud #zerodowntime
22 days ago
Deploying from a hammock in the backyard. GitOps means I just merge a PR and ArgoCD handles the rest. Nature and automation - perfect combination. Zero-touch deployments are beautiful. #gitops #nature #automation
22 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
22 days ago
Set up a multi-region deployment on GCP. Latency for Asian users improved by 200ms! Used Cloud Spanner for globally distributed database with strong consistency. The complexity is real, but for our global user base, it was necessary. Traffic routing with Cloud Load Balancing works perfectly. #gcp #cloud #performance #globalinfrastructure
