Ollama v0.34.1 releases with MLX improvements and memory optimizations

Ollama's v0.34.1 release focuses on critical improvements for efficient multi-model and long-context inference. The addition of prefix cache snapshot eviction and smarter system memory checking allows Ollama to automatically manage multiple models without exceeding available RAM—a major pain point for local deployment scenarios where you want to run different models sequentially.

These refinements directly address production deployment concerns: the raise of token repeat limits and improved error handling prevent incomplete responses from reaching users. For practitioners running Ollama on resource-constrained hardware, these memory management improvements could mean the difference between stable, production-ready inference and frequent out-of-memory crashes.

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Source: Ollama release · Relevance: 8/10