Rohit Ghumare
CNCF Ambassador, GDE Cloud, and Docker Captain sharing hands‑on DevOps practices around cloud, secrets management, CI/CD, and platform tooling.
Beyond Prompt Engineering: Master Context, Caching, and Quantization
As an AI Engineer. Please learn: Harness engineering, not just prompt engineering Context engineering, not just long prompts Prompt caching vs. semantic caching tradeoffs KV cache management, eviction, reuse, and memory pressure at scale Prefill vs. decode latency and why they optimize differently Continuous batching, paged attention, and throughput optimization Speculative decoding vs. quantization vs. distillation tradeoffs INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality

GPT Image‑Gen 2 Delivers Uncanny Realistic AI Images
These are not screenshots, these all are ai-generated images 🤯 GPT image-gen 2 is the best model yet. @openai openaidevs