8bit.tr Journal
Performance
6 articles tagged with Performance.
December 28, 2025
RAG End-to-End Latency Budgeting: Where the Milliseconds Go
A technical guide to budgeting latency across retrieval, reranking, prompting, and generation stages.
December 23, 2025
LLM Latency Profiling and Optimization: Finding the Real Bottlenecks
How to profile LLM latency end-to-end and optimize the slowest paths in production.
December 22, 2025
KV Cache and Attention Optimization: The Hidden Performance Layer
A deep technical guide to KV caching, attention optimization, and memory-aware serving for LLMs.
December 12, 2025
AI Inference Optimization Stack: Latency, Cost, and Quality
A production-focused guide to optimizing AI inference with batching, caching, quantization, and routing strategies.
December 11, 2025
Knowledge Distillation for Inference: Smaller Models, Real Speed
A deep dive into distillation pipelines that preserve quality while cutting inference cost.
December 5, 2025
Kernel Fusion and Inference Kernels: Squeezing Latency Out of GPUs
A deep dive into kernel fusion, custom kernels, and GPU-level optimizations for fast LLM inference.