5 TRICKS TO REDUCE LLM LATENCY || #llmlatency #latency #ai #llm

Latency isn't just about your ping. For LLMs, it's about TTFT (Time to First Token) and TPOT (Time Per Output Token). We explore the technical hurdles of running 70B parameter models and the clever engineering hacks like Speculative Decoding and 4-bit Quantization that make local LLMs possible. If you're building with AI, you need to understand these bottlenecks. #LLMLatency #GenerativeAI #KVCaching #SpeculativeDecoding #Quantization #GPUBottlenecks #TransformerArchitecture #MachineLearningEngineering #ChatGPTLag #TTFT #TPOT #AIInfrastructure #MLOps #LLMOps #DeepLearning