ollama

v0.30.8 Feature

This release adds 4 notable features for engineering teams evaluating rollout.

Published 1mo Model Serving & MLOps

✓ No known CVEs patched

✓ No known CVEs patched in this version

Topics

deepseek gemma gemma3 glm go gpt-oss

+8 more

llama llama3 llm llms minimax mistral ollama qwen

Summary

AI summary

Fixed ollama launch provider selection bug.

Type	Severity	Summary	CVE
Feature	Low	MLX runner now creates snapshots during prompt processing and speculative decoding for improved reliability MLX runner now creates snapshots during prompt processing and speculative decoding for improved reliability Source: llm_adapter@2026-06-12 Confidence: high	—
Feature	Low	Improves recurrent model support with per-boundary states from the gated-delta kernels Improves recurrent model support with per-boundary states from the gated-delta kernels Source: llm_adapter@2026-06-12 Confidence: high	—
Performance	Low	Improves prompt caching by decoupling it from context shift for better KV cache reuse Improves prompt caching by decoupling it from context shift for better KV cache reuse Source: llm_adapter@2026-06-12 Confidence: high	—
Performance	Low	Increases stability of MLX inference with hardened linear and embedding layers Increases stability of MLX inference with hardened linear and embedding layers Source: llm_adapter@2026-06-12 Confidence: high	—
Bugfix	Medium	Fixes `ollama launch` selecting the wrong provider in some cases Fixes `ollama launch` selecting the wrong provider in some cases Source: llm_adapter@2026-06-12 Confidence: high	—

Full changelog

Fixed ollama launch selecting the wrong provider in some cases
Improved prompt caching by decoupling it from context shift for better KV cache reuse
More stable MLX inference with hardened linear and embedding layers
MLX runner now creates snapshots during prompt processing and speculative decoding for improved reliability
Improved recurrent model support with per-boundary states from the gated-delta kernels

Full Changelog: https://github.com/ollama/ollama/compare/v0.30.7...v0.30.8

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