What's Changed * ci: avoid unbounded parallelism by @dhiltgen in https://github.com/ollama/ollama/pull/16966 * fix cuda toolkit lookup and parallel by @MarkWard0110 in https://github.com/ollama/ollama/pull/16613 * docs(cloud): update retirement list by @mxyng in https://github.com/ollama/ollama/pull/17000 * discover: fall back to standard CUDA when the JetPack runner is absent by @kevinpark1217 in https://github.com/ollama/ollama/pull/16949 * agent: harness core by @ParthSareen in https://github.com/ollama/ollama/pull/16963 * llama: clean up dead code from llama-server work by @dhiltgen in https://github.com/ollama/ollama/pull/17007 * rocm: remove no longer supported devices by @dhiltgen in https://github.com/ollama/ollama/pull/17010 * compat: use UTF-8-safe file open by @dhiltgen in https://github.com/ollama/ollama/pull/16999 * llama: enable FA on CUDA CC 6.x GPUs by @dhiltgen in https://github.com/ollama/ollama/pull/16994 * mlx: x/create rewrite by @pdevine in https://github.com/ollama/ollama/pull/16919 * llama.cpp update by @dhiltgen in https://github.com/ollama/ollama/pull/17055 * server: remove OLLAMA_EXPERIMENT=client2 by @mxyng in https://github.com/ollama/ollama/pull/16962 * mlx: update to de7b4ed9 by @dhiltgen in https://github.com/ollama/ollama/pull/17056 New Contributors * @kevinpark1217 made their first contribution in https://github.com/ollama/ollama/pull/16949 **Full Changelog**: https://github.com/ollama/ollama/compare/v0.31.1...v0.31.2-rc0