Category: llm
Strata LLM Inference on a 20GB RTX A4500: 262K Context, Parallel Agents, and 88% Prompt Reuse
I tested Strata with Qwen3.8-Flash-Next IQ3_S on a single RTX A4500 20GB, including 1M context, GPU vs CPU vision, parallel inference, KV streaming, and a 128GB multi-conversation cache. The best result was not maximum context or maximum expert residency—it was a 262K setup that reused 88% of all prompt tokens while keeping two long-running agents…