Embedding Caching: Production Text Clustering via HDBScan
Embedding caching for production: pair LRU semantic caching with incremental HDBScan for ultra-low latency real-time text clustering.
AI Engineering
Governance-as-Code: Building the Agentic Command Center
Tracking agent drift, security, and access control in real-time programmatic monitoring.
Model Distillation: When a 7B Model Beats a Frontier Model on Production Latency
The fastest way to slash latency is right-sizing models for production classification.
KV Cache Quantization: Fitting Larger Context Windows on Single GPUs
The bottleneck for long-context agents is memory, not compute. Learn how to implement FP8 or INT8 KV caching to double your context length and survive inference at scale.
Chunked Prefill: Solving the Noisy Neighbor Problem in Inference
When a massive prompt stalls your entire inference server, you have a noisy neighbor problem. The solution requires rethinking how we process context with Chunked Prefill.
RadixAttention Prefix Caching: Radix Trees vs PagedAttention
RadixAttention in SGLang uses radix trees for KV cache optimization. Compare vs vLLM PagedAttention for multi-turn and agent workloads.