Articles tagged “Performance”
4 articles in the library
#Performance
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6 min readGuideMay 31, 2026
Model Quantization in 2026: 4-bit, 8-bit, and the Tradeoffs
A 2026 guide to model quantization — GPTQ, AWQ, GGUF, FP8, and INT8 — with quality-vs-speed tradeoffs, hardware support, and a practical serving recipe.
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5 min readComparisonMay 31, 2026
vLLM vs TGI vs SGLang: Inference Engines Compared
A 2026 comparison of vLLM, TGI, and SGLang inference engines — PagedAttention, RadixAttention, throughput, and which engine fits which production workload.
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6 min readGuideMay 16, 2026
AI Inference Cost Optimization: Practical Wins
Concrete tactics to cut LLM inference cost in 2026 — prompt caching, model cascading, batching, smaller models, and observability. With the math and a worked example.
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6 min readGuideMay 16, 2026
Streaming AI Responses: SSE, WebSockets, and the Pitfalls
A 2026 production guide to streaming LLM responses — SSE vs WebSockets, TTFT targets, backpressure, client-disconnect handling, and error recovery.
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