Technical deep-dives, architecture patterns, and lessons learned from building production systems.
Building and deploying Intel QAT Engine for hardware-accelerated TLS. From C source patches and OpenSSL provider architecture to Rustls async benchmarks — achieving 58K+ RSA signs/sec with QAT offload.
Deep investigation into production CV benchmark failures — tracing memory leaks from 5000-frame tensor replication, fixing Celery visibility timeout infinite loops, and eliminating oneDNN log disk exhaustion.
A practitioner's guide to RunPod GPU infrastructure — from Template→Pod→Endpoint architecture to debugging CUDA-compat library conflicts and Docker entrypoint overrides for vLLM deployment.
A complete guide to homomorphic encryption using Microsoft SEAL. Learn Ring-LWE security, SEAL parameters (poly_modulus, coeff_modulus, plain_modulus), scale factors, and BFV vs CKKS schemes.
A deep exploration of Intel's Advanced Matrix Extensions. How tile-based operations differ from vector processing, the role of BF16, and how oneDNN bridges hardware and software for AI inference.
A comprehensive guide to implementing advanced contextual retrieval using VLLM for efficient LLM inference and LlamaIndex for robust data indexing. Solve the context loss problem in RAG systems.
Mastering asynchronous task processing with Celery, Redis, and RabbitMQ for high-throughput distributed systems.
Deploying and scaling containerized applications on AWS with ECS Fargate for zero-infrastructure management.