10 Essential AWS Best Practices for Cloud Optimization

INCIDENT SUMMARY Attribute Details Incident ID BKR-2024-09-12-CRITICAL Severity Level 0 (Existential Threat) Status Resolved (Post-Mortem Stage) Duration 74 Hours, 12 Minutes Impact $412,000 in unplanned AWS spend; 99.9% API latency increase; Total CI/CD paralysis. Primary Root Cause Failure to implement aws best practices regarding VPC Endpoints, IAM scoping, and Terraform state management. TIMELINE OF THE … Read more

AI Artificial Intelligence: A Complete Guide to the Future

text [2024-05-14 03:14:22.881] [PID: 40219] [GPU: 0] FATAL: torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 512.00 MiB (GPU 0; 79.15 GiB total capacity; 76.42 GiB already allocated; 128.50 MiB free; 77.20 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory … Read more

Machine Learning Best Practices: 10 Tips for Success

INCIDENT #4092-B: THE TUESDAY TENSOR COLLAPSE Status: Resolved (After 72 hours of manual intervention) Severity: Critical (P0) Duration: 72:14:08 Impact: Total failure of the recommendation engine, 45% drop in checkout conversion, 100% CPU saturation across the inference cluster, and three burnt-out SREs. Timeline of Failure T-02:00 (Tuesday, 02:14 AM): Automated CI/CD pipeline triggers for the … Read more

10 DevOps Best Practices for Faster Software Delivery

INCIDENT LOG: OCTOBER 14, 2023 – THE DAY THE YAML SCREAMED [14:02:11] [INFO] CI/CD Pipeline #8842 initiated by ‘j-dev-99’. Branch: ‘fix/cleanup-unused-resources’. [14:04:45] [DEBUG] Terraform v1.7.0: Initializing provider plugins… [14:05:12] [WARN] Terraform: Plan shows 142 resources to be deleted. [14:05:13] [INFO] CI/CD: Manual approval bypassed. (Flag: –auto-approve-in-prod set to ‘true’ by ‘j-dev-99’). [14:05:20] [ERROR] terraform-provider-aws: Deleting … Read more