8 Agents, One Local LLM — Ollama Concurrency Measured
I fired 8 agents at one local model expecting a speedup. Default Ollama serializes requests, so eight at once matched one. I benchmarked OLLAMA_NUM_PARALLEL.
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I fired 8 agents at one local model expecting a speedup. Default Ollama serializes requests, so eight at once matched one. I benchmarked OLLAMA_NUM_PARALLEL.
Build a production LLM API with Ollama and FastAPI. Covers SSE streaming, health checks, Docker Compose. Llama 3.2 and Mistral execution logs included.